{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import rc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "font = {\n",
    "        'family': 'MicroSoft YaHei',\n",
    "        'weight': 'normal',\n",
    "        'size': 13\n",
    "    }\n",
    "rc('font', **font)\n",
    "likes_list = []\n",
    "for i in range(11):\n",
    "    likes_list.append('粪坑' + str(i))\n",
    "for i in range(3):\n",
    "    likes_list.append('素材' + str(i))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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SPWhp50mSpOVjkCZJktTpQrQLaMMc3wt8sRvi+H+q6svAl5NsQJvc/+W0IXZzh+4zh9aFdsDIhPhU1VVJzqZ1ZV0N7HEnfZxJdV1an6UFgdtX1aAD6mO0EOoKWtj0NeCHwE9oXWfbDLqyuhUtz6YFZQ+vql8BVNWfgB2TvI4WZH2UNs/aPwCfrqoJVzGtqquA1yc5mDbM9vO0IG/fqhqet6yA05IcR5tD7MVVdXl37MtJHt99lmuq6oFjPv9W3cutaN1lh3XPXpDk67Q/10u7cw8GdgQeTgtCf0hbqfWzo78fE7h5eOXMJMPXXArs1G3QVlXdv6r6zKsnSZKmWIYWhpIkSVrjJdmoqv6yjNfMGA2HkjxwODxZFSXZeGTy+snOvUdVXTFm/wbj5jMbOv5/iyfcGZKsQ1sVc9ziAivrGc+hBW7nAguq6salXDJ87fq0FUH/NMk5oS0wMBP4y535fUmSpBVjkCZJkiRJkiT14GIDkiRJkiRJUg8GaZIkSZIkSVIPLjawhth0001rzpw5012GJEmSJEnSKm3hwoWXV9Vm444ZpK0h5syZw4IFC6a7DEmSJEmSpFVakt9OdMyhnZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8zprsATZGFCyGZ7ip0V1Q13RVIkiRJkjQl7EiTJEmSJEmSejBIkyRJkiRJknowSJMkSZIkSZJ6MEiTJEmSJEmSejBIkyRJkiRJknowSJMkSZIkSZJ6MEiTJEmSJEmSejBIGyPJPZNUkpkrcI91k9wryQbd+z2SzF/BujZL8sgVuYckSZIkSZKWz4zpLmAVNQgYl4weSDIXOAe4DFgf+AbwO2BnYB0gwCCAuwE4HDgSeDHwiZF7bQi8fMzzT66q/xmz/0nAkUkeUlVXL9tHkiRJkiRJ0oqwI228CYO0zveragvgROAHwF8Be1XVllW1RVXds9v+uqqOTLIRLQQ7uut0uzzJ5cBfA4cA9x7a3gI8aNxDq+qLwFnA36ykzyndpS1YsIDtt9+eWbNmseWWW3LAAQewZMlE/7OWJEmSJGlydqSNF4CqmvC/uJOsBTwP2BZ4DHDLJPd7JfAlYB/g4qratLvHHODKqjpg6L5PGHp9IXCvMffbOcng9UbAQVV18NI+lLSmOfzww9l///2ZN28eF1xwATvttBOzZ89mv/32m+7SJEmSJEmroTU+SEvyIeC1ExyrMbu/3P38O+CXVfWHLtT6ZJLrxpz/OOCBwLHA2sCtfWurqgdPUvc6wEeBR3Y/JY044YQTmDmzjbSeO3cuu+++O2eddZZBmiRJkiRpuazxQzur6nVVleGNNgwTYPMxxw7qjj0U+PPQrV5GmxvtYVW1FfB42hxqf6mq11bVd7r3169ozUnuCXyVNqR0h6r604reU7orGoRoA5deeimzZ8+epmokSZIkSau7NT5Im8C2tKGafz/JOf8ObJNkm6F9F9CGeQI8HfhKVVWSU7s50X4C3GtojrRnLmthSXYAfkybm23HyRYdSLJXkgVJFly2rA+S7mJOPfVUTj75ZF75yldOdymSJEmSpNWUQdqItHGaLwX2A+ZPdF5V3QR8CtiVtlrnjbR50HbvTtkD+Fx37k7dvGh7ARcB9+nen7EMda2f5IO0BQ5eVVVvn2wOt+65x1TV3Kqau1nfB0l3MVXFe97zHl74whdyxBFHMG/evOkuSZIkSZK0mjJIu6OX0+YyOwq4IckrJjn3EmAOsClwOfBZ4HlJ9gZmVtU3R87fnrY4wAkZWi1gaZLsDPwXcA/gEVV1Zt9rpTXZ9ddfz84778zRRx/NmWeeyetf//rpLkmSJEmStBpb4xcbGJZkW+AI4OndkMz5wHeSXFxVZw+dukGSfYCdgR/RArL/rqpbk7wHOJo2R9rwvdcDXgI8BTime86RS6nnBcBbgc2Al3fzrEnqaf78+SxatIjzzz+fTTfddLrLkSRJkiSt5gzSOkl2pc17tm9VLQCoqguSvAE4Pck7uS34uha4F/A1YBFwbheibUsLvr4EfDTJs6vqd901BwM/qaqfJtkFOA/4KbBlN1/awEZdPQcBL6YNMf0I8Pwk1wA/rapbxtSfqhq3yqi0Rlq8eDEnnngi55xzjiGaJEmSJGmlWOODtCR/CxxC6xR7aVX9x/Dxqvp0F3SdCLwG+Gi3/21JNgPOBfZN8jHg2cCLq+rbSd4O/CzJW2jzp72R1rlGVS1KMhcI8LuqmjNUz9ndyz8D86rq0iTnAm8BTgLmJLkeGIRmawGzgM8Akw1DldYoixYtYsmSJWy33XZ3OLZ48WI23njjaahKkiRJkrQ6W+ODNOCxwA3AVlX1h3EnVNVXkzwA2Idutczu0KbAsbT50QI8rKoWd9ccmuSnwNXA24EDBp1u3fHfJpkzUVFVddTQ6z8D+wP7JxkEZ2t3W2hh2rXL/Mmlu7Ctt94amzQlSZIkSStT/A/NO1+S2YOAbbrMTW5L8aSVyX+GSJIkSZLuQpIsrKq54465aucUmO4QTZIkSZIkSSvOIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6mHGdBegKbLNNrBgwXRXIUmSJEmStNqyI02SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6mHGdBegKbJwISTTXYXuiqqmuwJJkiRJkqaEHWmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPq3SQluRxSa5PctEk2/VJHjdy3VpJ1kuyUZK/SvLIJNssw3PPT/KQlV3XVNQm6TYLFixg++23Z9asWWy55ZYccMABLFmyZLrLkiRJkiStpmZMdwE9/LCqdpjoYJKzx+z+B+BjwHXAtcDdgcVJtqyqW3s88wZg/TuhrqmqTRJw+OGHs//++zNv3jwuuOACdtppJ2bPns1+++033aVJkiRJklZDq0OQ9pgk/zXJ8fuN2XcccGxVVZJnACcCO/cMqgCuATZMsjYttNoM+F1V3byCdU1VbZKAE044gZkzZwIwd+5cdt99d8466yyDNEmSJEnSclkdgrT/XNbOr6pa0h3bgRZUPa+qfrQMz7weOB34Cy24ugbYCVi0InVNYW2S4P9CtIFLL72U2bNnT1M1kiRJkqTV3eoQpD02yS8nOf7X43Ym2R74HPCiqvreMj6zgN2r6rSVXdcU1TZ4zl7AXpMWI60hTj31VE4++WTOOOOM6S5FkiRJkrSaWh2CtB8ta+dXkqcA/0Hr3vpskg2B3wIfraoP9nhmAWuv7LqmsLZ2YtUxwDEAc5Pqc410V1NVHHroobzrXe/iiCOOYN68edNdkiRJkiRpNbU6BGnLJMmzaN1enwI+CZwPLAG2AY5LcnNVfXjkmnsDHwGeANwMbAgsSvKNqrp6TahNuiu6/vrr2W233Vi4cCFnnnkmT37yk6e7JEmSJEnSamyt6S6gh22TXJTkhiS/615fkeTPSS4Cth2cmGQ28O/ALlW1d1WdW1XXVdUNVXUOcADwvDHP+DfgN8D9gUcBvwZ2Ay5KsueK1jUNtUkC5s+fz6JFizj//PMN0SRJkiRJK2xV70j7MW16r8uBy4C5VfWnJAcBt1TVIUk2A25Kcp+q+kOSB1XVdRPc7/7A4jH7Hwu8s6quAa5JMgv4e+AxwOFJng/sWVVXLG9dVbV4imqTBCxevJgTTzyRc845h0033XS6y5EkSZIk3QWs0h1pVXVTVV0GvBr4VVX9acw5lwFzaCtZMgiqktw9yT2T/E2SZyQ5Bvgn4D1jHvVjYJck6yfZDdgA+GlVHQ08GtgCePOK1DVVtUlqFi1axJIlS9huu+1IcrvtyiuvnO7yJEmSJEmroVW6Iy3JJsB+wEuBpw0dugH4q6H3TwZ+NnL5HsBRwHW0oZFnAY+qqt+NedTraMMufw/8Cti1qm4CqKrfdqtszlpJdd2ptUlqtt56a6pcY0OSJEmStPJkVf0PzSSvBd4LnAy8ZbjrK8mDgS/TJt6fQRsSuUtVnb+m1rU0c5NaMN1F6K5pFf1niCRJkiRJyyPJwqqaO/bYKhykbQCsXVVXTXctw1bVupbGIE13mlX0nyGSJEmSJC2PyYK0VXZoZ1VdO901jLOq1iVJkiRJkqQ71yq92IAkSZIkSZK0qjBIkyRJkiRJknowSJMkSZIkSZJ6MEiTJEmSJEmSelhlFxvQSrbNNrDAdTslSZIkSZKWlx1pkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDwZpkiRJkiRJUg8GaZIkSZIkSVIPBmmSJEmSJElSDzOmuwBNkYULIZnuKnRXVDXdFUiSJEmSNCXsSJMkSZIkSZJ6MEiTJEmSJEmSejBIkyRJkiRJknowSJMkSZIkSZJ6MEiTJEmSJEmSejBIkyRJkiRJknowSJMkSZIkSZJ6MEhbiZKs9O8zSSZ7L0mSJEmSpKmxWgRpSdZNcq8kD07yhCQvSPK6JO9P8oqRc/dKcuzIvj2SfGHMfTdJMm/o/aFJHjxyrxdPUtc1I7tOT/KEZf6AE99/LeDcJHOGdu+d5NCV9QxJkiRJkiT1M6VBWpI/JPnBJNslQ+e+KMmVSW4GrgV+AXwF+FfgH4C5wBJgnZHHvBw4Y2TfHsB3xpQ0Gzg2yRu6978Ejhw6/lLgf8Z8jvcn2WBk30zgicB/TfDZD0pybZLLJ9muTvKJwTVVtQQ4Cthr6FavBu6VZJ+R7enjniutyRYsWMD222/PrFmz2HLLLTnggANYsmTJdJclSZIkSVpNzZiGZ97S87z1gG8Ce1TVdUs7OcmTgC8BmwBbJfkYcBLwXmAe8KSRTq7nVdXXk/wd8Mokb+72X9S9vgB4DPDJJNUd+0ZV/QMt2HrrSAnbAbcC+4+Mvjyrqs7qXh9WVYdM8hn2BHboXn8A2GXo2IuBI7pnnA/UyOW3TnRfaU11+OGHs//++zNv3jwuuOACdtppJ2bPns1+++033aVJkiRJklZDUx2k3VpVEw59HO5I69zUJ0TrzAR+Dgw6s/YEHge8Azi6ql4/9JwfA0u6IZO/pXV9vRZ4JfD+7rR3AYeMBl9J7g1s0D1r/SS/BD4PbAZ8HbiyO/WZwJ+B03vWfztV9eYklwFLqur9SdYGzgPeCbwbeHjXsSZpAieccAIzZ84EYO7cuey+++6cddZZBmmSJEmSpOUy1UHa2kl+sAznv2DMPGTjnAYcRwudbgBIcgst8Po74PEj588AbqKFUpsBLwM+Azyjqj6UZBYtiHtR1yU28E/ddV+sqhcluaaqtkqyCfA74LVVdXz3/IcBn62q7w1d/9Ykrxt6vw5wd1rgBq0L77XTEGsAACAASURBVOSR44MgsYC3AVsDs4B/Gel8O7iqrp70W5LWMIMQbeDSSy9l9uzZ01SNJEmSJGl1NyVBWpLdaUMuTwAWTXLqFl3QNJiX7HNV9ZKez5g3Zve1wIOBryfZp6rO6/bPAG6kdaC9B/h74CfAg4YWJXh6VV3R3Xsn4J+Bc4A3AcPhGLShnpfShmUe3+3bGjho5Lz3DXe4JbkfcHZV3bd7/0TgIUPnzwL27eZwu4Q21PMY4H3ATrTv8vvduXcYMptkr642/nrMlyOtSU499VROPvlkzjhjdApFSZIkSZL6maqOtAtoXV9rAwu6ff8KHM7tg7XBsauA7ek/n9rA9kku716vS+scuynJUcApSbapqstpnV43VVUBbwdIMhf4KfBm4Cy6OceSPIoWiD21qq5I8nNg4eCBSdbp6j4NOC3JDFqX2b2q6qKl1PtbYLMks6rqhqr6LvDdoeOzgP2AM4GvAg8A9q+qE5M8AvhKVX1xoptX1TG04I25t83zJq1RqopDDz2Ud73rXRxxxBHMmzcuc5ckSZIkaemmJEirqp9285+9mTYpP8BWwM20OcT+CFxDG4p5bVU9LskzgGuTPBC4EFg85tbrA0dU1QHd+3OqageAJK8CntA9/wtJngkcDexKC9Ju7M57Pi00uwr4Y1VdkjZm8n1dl9v6wN2AHyX5WVU9r7tuO9r393tap9nXk/wn8FzgnsCXx9T7tiT7jOxbF/h9kuH5zk7q5nTbBLiaFqjd0H1/j0nybtqQ1B2THN5d8/GqeteYZ0prrOuvv57ddtuNhQsXcuaZZ/LkJz95ukuSJEmSJK3GpnqOtA9W1QcBkpxJ61T7Z2Djqjosybu4bbL+LYBBd9nvqmrO6M2SHET/z7AvMJgcaRZdkEZbFOD87lmXdfvWBeZXVSV5NrBLVe3ZPfNlwIHdc2cAj62qi7vrjgA+QutIe9mYGu6wame3Oud1VXXgmPPvS+vYmwXcUFW7dtdsRgsX/wQ8uqpcsVMaY/78+SxatIjzzz+fTTfddLrLkSRJkiSt5taa4uftk+QH3YIDj+v2fRp4SdeB9nzgY93+xwO/XlkPrqqrquq33dv1aB1eAI+iDc18KC3YG5w/0VDI64HXAfenhVsXD13zAyDAn6vq3J6lnQLsmWQmQJI9khzQDRF9eFfT3brnDhwGfJw2xHRcACet8RYvXsyJJ57Ihz/8YUM0SZIkSdJKMdVB2pHAC4C3ABd3Px8GfAg4gzZE8tokf0MLuL6yjPd/YpJrupU+PzTY2YVSg9dr0YKp65KsRxti+hPgGcAPB6dN9ICq+nxVnVlVS0aPJTmMNhxziyT7T3SPJA9P8tzuft8DrgDe0R3epnv+M4Dzquoa4IHAFWkOo4WQ76TNn/ayJG+e7EuR1kSLFi1iyZIlbLfddiS53XbllVcu/QaSJEmSJI2YqlU730QLfW4FnkXrNLsbrdtqJ+BFwFuBQ5I8nhZufb6q/pxkNi2YGrfa592Bfxt6/91xc6QBb0xyBa377enAVVV1ZZKnAL+idX7dDfhT9/yrhu65EXDTUj7fg4CjaF1qTwBmAmd1q3C+pap+Tptr7dHdXG0PpYWIA28AvpFkU+CFtHnc3gF8OMmlXQ2vAL5Fm0fuKVV1LW0Ouad3z9qkqt42WZ3SmmTrrbdm4sZSSZIkSZKW3VTNkfYJ4GNd+AP83xxpG9Emzd+uqv6Q5Bhgb+CpwMuHrl+0gnOkXUcbCnkcbUjnvt3+R9KGdb4WeA/wAeAxwHuS3J/WobY24+c7G9SwFvAF4NvAC6vqqm7/I4CDgR2BnwNb0sK0jwBfqKrB0FKq6jtJdqd17P0U+A7wq6r6PW3o5+BZ1wNnVdXNQ9f+Osk2wB065CRJkiRJkrTy5K7SsZFkHWD9qvrLBMfXps2Ndt3wsMwk6wPrjLuuC8lqkvnSBufNrKqlda3NGg7PptrcpBZM18N113YX+WeIJEmSJEkASRZW1dxxx6Z61c47TdelNTZE647fClwzZv91k1zTq8traSFad860hWiSJEmSJElacVO92IAkSZIkSZK0WjJIkyRJkiRJknowSJMkSZIkSZJ6MEiTJEmSJEmSerjLLDagpdhmG1jgup2SJEmSJEnLy440SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSpB4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSphxnTXYCmyMKFkEx3FZLUT9V0VyBJkiRJd2BHmiRJkiRJktSDQZokSZIkSZLUg0GaJEmSJEmS1INBmiRJkiRJktSDQZokSZIkSZLUg0GaJEmSJEmS1INBmiRJkiRJktTDahOkJdl0umuQJEmSJEnSmmuVCdKSrJfkXkke2L0/IMmrhk75fpINJrl+ZpI3JMlyPHuvJMeO7NsjyReW4R6XJNlhKfU9b+j9PyV5+tD7tZLsnWTmyHUzkjxo6P1FSZ7Qty5JkiRJkiStHFMSpCVZP8n5SS5I8sskv0ny2267OMklwHnAt4DjhwOzJOsmOQjYAHh9kq2TvDnJH5L8Lsl7u1NvBp4PvL277mlJbphgWzhS4suBM0b27QF8ZyV+DWsD70ryiu79j4Bjk2zcvT8MeA0wa+S6XYHTV2IdkqSVZP78+SThlltume5SJEmSJE2BKQnSquo64GnAz4F/Ah4M7AVcCNy/quYA+wI3Ak+qqmuHLl8PeDXwJWBHYJtu/wHA/KFnFPAK4C1Jtq+qr1fVrAm2bQCSPCnJ5cDjgWOSXJ7kqCSbA/OA9ya5Zmh72gp8B9cDLwK2696fDRwBzO6Cw8cCz6yqq0YufSPwyeV9riTpznHxxRdz3HHHTXcZkiRJkqbQlA3trKrLgH8FXldVtwBfB24ABsMW3wocWFWV5NO0YO1QYE/g18BJwBe7czcErhnzjIuBnWndbX3MpIV76wGb08K5DYF3AEdX1fpVdbequhvwK2DJ4MIk90zy4yTrDt8wyT2SfC/J+kP7npBkMa3D7fldYHd597z/BH4LbA38JMkVSZ7bXfdEYFvg4CS3JLkFeABw9uD90LZJz88sSVoJ9tlnH3bcccfpLkOSJEnSFJoxFQ9J8gzgZODP3fv/7Z59HfDNoWnNju7mJdse+AXwR+ALtHDsdcD53XXPBj4O3AfYNsmjquo8aJ1eSe6eZJ+llHV+93NJVd3Q1XULbQjp39G61IbNAG4aev8i4IqqunH4pKq6opun7R9pweHg2p9U1Q5LqYnu889Msh5wLPCOqjp06PhFwJ5V9b2l3UuSdOc47bTTuPDCCznqqKM45ZRTprscSZIkSVNkqjrSbgZOraotqmoL4MvAYYP3wxuta2sw2cxmtG4xgINp84xtA3yuqn5bVT8APgFsneT0JFclWUQLruZ020toQ0DnjGwTdXBdSxt6+tkkjxraP4M29HTgZcCJE9zj/bQhpoP5zv4InJnkKYNutAm2rWjzxF1CmzPtRuADEzxjqbpFFBYkWXDZ8t5EknQ7V1xxBXvvvTdHHnkk66yzznSXI0mSJGkKpU0tdic/JDkMeGn3diZwD1q4NJHLaMMo70brTHs6cCkwGziFtqjAn7tzN6uqTbrnzAG+1wVydCtg/po2PPSHwPOr6lNDdc2jLTLwl27XusAXq2rPJLsAhwPbVNXlSX4N7FpV5yd5JHAOcO+qurq71yW0TrGzk6xFm//tiKo6einfza60kPBU4OCh7rg9gB9W1a9Hzl+ujrS5SS1YlgskaTpNwf83La8XvvCF3P3ud+fYY4/l7LPP5slPfjI333wzM2ZMSZO3JEmSpDtZkoVVNXfcsSn5t/6qehvwtq6Y9wEbV9U/TnR+kn8GHgV8hTa08xTaUMlnAlcCmwIHAX/qzpnI64GFVfWtLlTbP0lV1aeHzjlnMOQyyauAJ3Q1fyHJM4GjaStnrsNtHWlvBD4zCNHGfN4lST4MvCnJx6pqybjzknwcuCfwrKq6ZOQen0ry4iS/GLlsbdocacP7vlFVfz/J9yBJWgk++MEP8pOf/ISFC0cXf5YkSZK0JpjSvz5P8mhgH2CtJKPBz/q0oZybV9W7kxwwVOOtwLuA73f7zgKeB1xNm3tt3LPuB+xHm6wf2jDWdwAnJjm3W5hgafaldcEBzAJu7Fb03B149FKuPR44BHhet3jATmPO2YAWzp0/Eox9r6qeXVWfAT4z8rmcI02SpsmRRx7JJZdcwoYbbni7/eussw7HH388e+655/QUJkmSJGlKTFmQ1gVQn6cN8ZxPGxp5YNe99SDgP4Cjqur3I5duRFuh81fA3wA/Aj7b/Qyw3QSP/ASwMXBukgKupw3h/A3wiSQ7LK3mqroKuKp7ux5tldH9gG9V1c+Xcu1fkpxEG076knHnJDkL+GBVnb60WiRJ0+/ii2//dzAO7ZQkSZLWLFO1audWwGnAMVX1uSRfAT4C/DjJ2bTusjdV1RfHXP4gYBHwTuANAFW1OMnvaPOtDVYC3Zw2Qf+tSV4HvBZYVFVXjtQyA3hMVVXXBfbEJNd0h2fQQjqSzKiqW7rXa9Hma7uONp/ZvXp+9LdwWxAnSZIkSZKk1dhU/fX5R2kT95+Y5LHAE4HNaeHU1rT5x16YZAvgYuCXXW1LgKcAP+4619YDrkxyJG1hgJuBTyfZmxa0/YjW7XYIbU62uye5vjvvJqBoQ0jXT/JJ2txr3x03RxrwxiRXAJ+mLXZw1VAod1V3/l/ThoxuCtyHtuLn/xkN8bprZnHbCqB/RQvn7iDJGd33NM6ZI0NBAc6tqqdPcL4k6U6www47MBWL9kiSJElaNUxVkPZM2lxl/w2cB/wn8I6q+gFAkk2B5wDb0FbknEMblvk0YC/g8CQX0OZQOx14APBsWjh2NHAg8PqqGiwG8LpuI8k6tAn61+6O3UoL6G4GnjpJzdcBHweOow3p3HfMOXvR5l27Ffh699mW5vHAN7oafkpbTfQOquqZPe4lSZIkSZKkKZJV8W/Sk8wGqqquTLLhYHXMtDasdbpjNw+dv3ZV3bocz1kHWL+q/jLB8bVpc6NdN8nKm6EraBmeuxbtu1/mmpfX3KQWTNXDJGlFrYL/3yRJkiRpzZBkYVXNHXdslZwZuaoWD72+euh10brQRs9frkCqC+PGhmhD971mouNDNS3rc8eGcpIkSZIkSVp1rTXdBUiSJEmSJEmrA4M0SZIkSZIkqQeDNEmSJEmSJKkHgzRJkiRJkiSph1VysQHdCbbZBha4bqckSZIkSdLysiNNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSerBIE2SJEmSJEnqwSBNkiRJkiRJ6sEgTZIkSZIkSephxnQXoCmycCEk012FJPVTNd0VSJIkSdId2JEmSZIkSZIk9WCQJkmSJEmSJPVgkCZJkiRJkiT1YJAmSZIkSZIk9WCQJkmSJEmSJPVgkCZJkiRJkiT1YJAmSZIkSZIk9WCQtpySrJ0k012HJEmSJEmSpsZdKkhLco8kn02yzsj+XyaZk2TPJB8dc92MJA8aen9Rkics5XHbA6eM3CdJfpHkgz1qvWeSlyztPEmSJEmSJK0a7lJBWlVdAdwT2B8gyV9NdG6Sxw693RU4fRkf9yjg/JF9uwGzgT2T3Gsp198MHJ7kkZPU+IwkNye5cmi7Jck1I/sqyYxlrF+StILmz59PEm655ZbpLkWSJEnSFLhLBWmdNwL/lORxwI+TbDx6QpLtgM8lWXvomk/2fUCSs4DXAC9Icm2SLZLMBj4AvBT4PHB8krWGrnlVF4BdkuQS4DzgBuCUwb5uGw3Fvl1VGw824HvAziP7JElT7OKLL+a4446b7jIkSZIkTaG7XJBWVT8DXgb8GDgVeOvg0NBpBwGHVNWtSZ4IbAsc3HV73QI8ADh78H5o22ToHh8Angf8JzADOAk4taq+DuwD3Af42FBYB/CFqpoz2QbcuHK/EUnSnWGfffZhxx13nO4yJEmSJE2hu1yQBlBVJ1fVTcC/ABcAM4HBuJuZwIW0jrH1gGOBd1TVjMEG/AbYYXhft/156DHr0jrZAD4OXAW8oXv+tcA84CHAkUPX7Jpk0WRbd99hT0py+WCjzc32xZF9kqQpdNppp3HhhRfymte8ZrpLkSRJkjSF7lLzaiX5NPBs4FtVtXNV/SbJ1cAHgeu60x4A7NJ1ox1G6wD7wHI87qvAz4CHAccDzwQuTHJzd3wDWufbmUPXfLqq9lrKZ3g3/H/27jzcrrK+2/j9hRzCkDCIIAoiIjIoKkq0OCDEMojgVBWV4ZWKYoQqINY6VVQQh6oFJygKRQvOtSIqSLVQkSI2saKoTAoIggoEZIYMv/ePtY5utmdYCTln55zcn+taV85+njX89mZfJPnmGVja0/S9qtqrp/98mtF03+1p6x1t13uvQ4BDADbv9JYkSeNZuHAh8+bN49RTT2VoaGj8CyRJkiRNG9NqRFpV7Q+8ECDJekneDfwUWA/4Y3vapsDPk7yXZp2yl7Sj1zppd/3ciWZzgk8CTwXOA9YGDq6qbatqW+Bc4Laq+m176drAXR3ewz9W1XCQtjoPYqpnVZ1cVXOqas5Gy3sTSdIDzJs3j7322os999xz0KVIkiRJmmTTakRan8OBxwMvAU6rqqVJAL4LvB/4J+BkmqmTv+y7dnWaNdJ6275XVXtW1bwkW9GMSLsCOLL/wWku3A7oXYV6FnBHkjcCbxmj7uuq6untz2sBz03yu57+h9BslNA5/JMkrRjHH388l1xyCQsWLBh0KZIkSZIGYFqNSOtzbFW9jGYjgf/u7aiqa2k2B3hqVX2+fy00Rl4jrXfowRDNSLfD+p65epLfADfTjD77fZLHtX1bAlcD6wKfqarN+g+akW4P77nfBsAnqmqT4QP4H2DfvjZJ0iQ44YQTuOKKK5g9ezZJmDt3LgBDQ0Ocdtppgy1OkiRJ0oSbtiPS2hFomwHvAPZomxcBG7Ujxp5BE2wtjw2AC2k2Mji9p31JVW2eJFVVSV4BvLQ9nkSzKcGmy/Cc4fBNkrQSuPrqB/4v+fzzz2fu3LksWrSIGTOm7W+pkiRJklrTcUTaI2mmUQKcAXy2qobn4PxX238d8GzgzGW9eZIhYFZV3VlV1490TlUNL/6/KfDrNtDbGljWuUC7AT9a1holSZIkSZK04k2rfz5P8lzgQzTh1T8D7wHOH+6vqhuBp/Wcf3aSnUe53Tl9a6RBM63yeB4Ybs2k2WXzHmCznnsH2Bn4MnA08O2quq+95xFJDhrhmasDS9rrnwhswijhW5I1aEbYbd9es3Sk8yRJE2fXXXflz/92IkmSJGm6m24j0l4AHEAzlXMx8K/AzUluSXJzkpvaX/+Y5E7gmqqatQzHHsB+wKeTHJbkcmBN4Pc0Uzw/luT6JNcDNwEPpRn19gfgmJ46j6+qLfoP4Ok95zwfOKlnB89h97Tv7Sia8OwS4CsjnCdJkiRJkqQVKNPpX9KTrF5VS0brAwIUsLSW840nWaeq7mp/zvLep8NzhoChqrp7jHMCrF5Vi8e735yk5q/IAiVpIk2j35skSZIkTS1JFlTVnJH6HvSItCRbPth7rCijhWjDfVW1uP11uf+GNhyitT9P2N/0qmrRWCHa8PO7hGiSJEmSJEl68MYN0pL8Msm3k8ztaVs3yVFJfk2zoL8kSZIkSZI0rXUZkbY+8E3g/Uk2SvIe4GqahfQPBZ4xgfVJkiRJkiRJK4Uuu3ZWVX0K+FSSdYB1gb+qqqsmtjRJkiRJkiRp5dElSAMgyXE0o9MCvKlZ5/5PFgPfrKpzV2x5kiRJkiRJ0sph1CAtyV8BP+9p+jGwDs2ul+k7fQPgS+2vWhntuCPMd99OSZIkSZKk5TXWiLSX0KyNNjvJ7Kr6apKZwEeArwHnV9VSgDTD0z444dVKkiRJkiRJAzLqZgNV9RZgB+BE4IokbwRmAtcAHwJuSPKhJFu299lv4suVJEmSJEmSBmPUIC3JI4F3VtWRwLOBw4D7gROA/wD2AYaAbwBU1b9PeLWSJEmSJEnSgIw1tfNWYC+AqroyyVBV3ZvkW8C1wI+rykW3JEmSJEmStEoYNUirqjuTzExyLs3mAg9rf96eZiTaOX07d1JVe0xksZIkSZIkSdKgjDUiDeA6ms0FrgW+R7PJwLrA44BP0UzxXDqRBUqSJEmSJEkrg1HXSGv9Fri7qi4D7q+qk6pqJ+AFwK7Al4D1q+ryqrp8YkuVJEmSJEmSBme8EWmvrqpb25/3H26sqh8DeyR5MrBhksdU1a8mqkhJkiRJkiRp0MYL0j7Suw5ako2BhcDSqvoB8NfAHGDrJL+uqpdOWKWSJEmSJEnSAI0XpO0DHACsDZwIvA/YAvhYkidX1YcB0qRt105gnZIkSZIkSdJAjbdG2n1VdS7wn8C9VfWrqvoe8G3gH4ZPqqoC7p24MiVJkiRJkqTBGi9Iq1F+fhfwsiQPB0iyFs2oNUmSJEmSJGlaGi9Iy180JCcANwBbA1cmuRX4A3Duii9PkiRJkiRJWjmMt0Za/UVD1eHA4RNTjiRJkiRJkrRyGi9I2yzJQpqRaeu2P98D3A7cCFwCXACcVVWLJrRSSZIkSZIkaYDGDNKq6i+mfiZZHVgPeBjwZODFwCeTfAL4p6q6fyIKlSRJkiRJkgZpzCAtyYXAw0frptmwc8skjwCOAR5Ks36aJEmSJEmSNK2MN7Vzc2Cr9ucAlwHb9Lz+JUBV3QAcPBEFSpIkSZIkSSuD8YI0gKfx5907Z/a9XjPJ06rqRxNRnCRJkiRJkrSyGC9IOxM4tOf1+SO8PhAwSJMkSZIkSdK0Nt5mA383WYVIkiRJkiRJK7O/2JWzV5JZST6b5OYkNyb5x8kqTJIkSZIkSVqZjDe18wPAE2mmc64FvDPJjVX1mQmvTJIkSZIkSVqJjBekPR/Yp6p+BpDkSuAkwCBNkiRJkiRJq5Qxp3YCjwB+3vN6PvDYiStHkiRJkiRJWjmNNyJtNeBRSdLTtkaSRwN/aquqX09EcZIkSZIkSdLKYrwgLcBV9IRmrV8B1bYXsPqKL02SJEmSJElaeYwXpD16UqrQxFuwANKfh0rSSqpq0BVIkiRJ0l8YL0g7eIS2Au4Cfgr8Z1UtWeFVSZIkSZIkSSuZ8YK0nUdpXxf4R+D6JLtX1fUrtixJkiRJkiRp5TJmkFZVc0frS7I+8Hngw8ArVnBdkiRJkiRJ0kplteW9sKpuA94F7L7iypEkSZIkSZJWTssdpLXuAIZWRCGSJEmSJEnSyuzBBmn7Ar9cEYVIkiRJkiRJK7Mx10hL8upRutYHngG8qD1WeUnWrKp7l+O61YDVq2rRBJQlSZIkSZKkFWS8XTv/cYS2Am4DrgR2qaoLV3hVK7kkm/XuVJpkM+BnSR4+VpiW5CDgWVX1mp7m5wGHJjkYeHpVfa3D858NrFVV31nuNyFJkiRJkqRlMt6unY+erEIGJcnzgY+P0PUo4NoR2j8EHJ1kj6q6pG17OfBfyzMiDbiX5r/DbODjSTauqpOSbAv8DPhje97qwCVVtSvwRuDE5XiWJEmSJEmSltODXSNtyquqs6pqi94D2Aq4r7+9PT4FHAWcnWSLJAEOBHZLcv0IxzbjlHAPMFRVV9DsgPr89p4AFwLbAW8Hng6QZDbNKLYzkvyu5/j0Cv5oJEnjeP3rX08SFi9ePOhSJEmSJE2C8aZ2rhKSPBI4u695jSSX9rX9dVX9vqpOT/I44PHAjjSf4wbAzsANVXVlkq1ogrD+UW37Jdmn/fk9wMXAmu3r3wBHAo/sOX9DYD/g++3recDtVbVJW/uJwIKq+syyvm9J0vK7+uqrOeWUUwZdhiRJkqRJZJDWmAmsWVVbASSZAdxZVdsPn5Dkd8DQ8OuqenvbfinwnqpamuQNwL/TrB/3JuAzI0z3/HxVvSbJdjRB2quA7ZN8H7gL+D1wJiPvhromTZB2X5KhdoOCjYGbHvQnIElaJkcccQR77703X//61wddiiRJkqRJsspP7VxeSZ6WZCeaIOyrbfOjaUapQbO+2afGuMWvgcOB59KEds+uqr2AC4AFfecu7fn5n2lCtu3a19sx8lpukqQJctZZZ3H55Zdz6KGHDroUSZIkSZPIEWl/9si+qZz9Uzs37Dv/vcBlVXUEQJINgG1owsl3VtWfNgNIsjdwAs2GAmsm2RX4flW9uu2fkWQmsBPwD8CXgLWH6wDua3++t6o+kWRL4JlJrqcJ734x0htKcghwCMDmnT8GSdJYFi5cyLx58zj11FMZGhoa/wJJkiRJ04Yj0v7suqravp3OuQNw//Drtu2W4RPbkWg7Acf0XP9i4CzgziS79d17NvCDqnpYVa0HvAZ4RE//L4B9gdOBA6vqzp6+9YHe1wD/A7wEeClwcVXdP9IbqqqTq2pOVc3ZqMsnibq+fwAAIABJREFUIEka17x589hrr73Yc889B12KJEmSpEm2yo9IS/JF4FnAw5Jc09M1s+/1RsBFSX5IMzrtA1V1S3uPWTQj1A5o+z6S5GlVdR/d/C9wMvCSqro4ycN7+h4D3E0Teg4HZt8BPgc8EXhX1/cqSXpwjj/+eC655BIWLOifgS9JkiRpVbDKj0irqlcAuwLXVtUWPUd6X9Ms6P904As066B9DCDJEHAGcF5VnV9V/w78Fjgjybifb5LX0ayzdg1wdpINgUuBy4G92mMn4K3Anm3Nd9BsalDAv66QD0KSNK4TTjiBK664gtmzZ5OEuXPnAjA0NMRpp5022OIkSZIkTbhVPkhbDo8D3l9Vdyd5GPANmumXr+s5Z3+aTQC+lWSTtu2FSS5t1137V2C1JP8JvBx4CrAIOAJ4AvCrqipgDrAL8Aya3Tk/BJDkQGBvmimfb+kS2EmSHryrr76aqvrTcd555wGwaNEiDjrooMEWJ0mSJGnCGcCMIcms9tgUWA+4p6qOrarjkzyCZm2zW4DnVdXdw9dV1a3AXGAW8Pa2+cye9dYOAG4F3gT8dVX9Bng/8FHg68BPkjyn/fl17RTSVwDXJfkKzdpse9CMkHs+8H9JXjGxn4YkSZIkSdKqLc3Ap1Vbkq2Ac6pqq772l9CMAlsKfLeqXt/X/5Sq+vEY9x0C0r5co28TgZHOPwEYHm22KbC0qr7W0//3wGY0u4Le0batTrMz571VNeo0zzlJzR/r4ZK0MvH3JkmSJEkDkmRBVc0Zsc8gbdVgkCZpSvH3JkmSJEkDMlaQ5tROSZIkSZIkqQODNEmSJEmSJKkDgzRJkiRJkiSpA4M0SZIkSZIkqQODNEmSJEmSJKkDgzRJkiRJkiSpgxmDLkCTZMcdYf78QVchSZIkSZI0ZTkiTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6mDGoAvQJFmwAJJBVyFJ3VQNugJJkiRJ+guOSJMkSZIkSZI6MEiTJEmSJEmSOjBIkyRJkiRJkjowSJMkSZIkSZI6MEiTJEmSJEmSOjBIkyRJkiRJkjowSJMkSZIkSZI6MEiTJEmSJEmSOlglg7Qk5ydZnOQpI/RVkt0msY5jJ+NZkiRJkiRJenBWySCtdQ9wcpLVB12IJGlqev3rX08SFi9ePOhSJEmSJE2CVTlIOw3YFPi7AdchSZqCrr76ak455ZRBlyFJkiRpEq3KQdofgcOBY5JsOtIJSfZK8sMkdyS5OskHk6zZ9m3RTgN9aZL5Se5OckGSLXquf0SSM5LckGRhkrOTbDfKsx6T5A9J3tu+flKS/0xya5Kbk3w8SVb0hyBJWj5HHHEEe++996DLkCRJkjSJVuUgjar6MnAB8PH+viS7Al8DPgY8AngRsA/wT32nzgNeCmwNrAe8v71+JvBfwFJgTtt/FfDdJLP7nrURcA7w+ap6V9v8iLauRwO7A68GXvhg3q8kacU466yzuPzyyzn00EMHXYokSZKkSbRKB2mtQ4E9krygr/1NwGlV9fmquqOqLgHeARycpPdzO6aqrqmq64HPAk9u2/cGNgZeW1U3VNXNwJHAGjSB3LC1gW/SBHpHDjdW1dlt+8bAJsDvgCcsyxtLckg7Wm7+TctyoSRpVAsXLmTevHmccMIJDA0NDbocSZIkSZNolQ/Squpa4Gjg40nW6el6DPCLvtOvAtYCNuxp+23Pz7cAs3quv7qq7u151mLgWmCznmv2pwnI3llVNdyY5CDgNzSj0vYBVgdmLuN7O7mq5lTVnI2W5UJJ0qjmzZvHXnvtxZ577jnoUiRJkiRNshmDLmAlcTxNoPVeYEnbdh3w2L7ztgTuqKqb+kK3kVwHPCrJGlV1P0CSGcDmwK96zjsV2A44O8kuVXVbkrWAk4F9qurc9tqdl//tSZJWhOOPP55LLrmEBQsWDLoUSZIkSQOwyo9IA6iqJcAhwGE9zZ8EXpNk3ySzkjwReB/wkY63/SZwF3BSkocn2RD4MLAQ+FbPeUuAV7bnfrsN6FZvj62SrJ1kHrDN8r9DSdKKcMIJJ3DFFVcwe/ZskjB37lwAhoaGOO200wZbnCRJkqQJZ5DWqqr5wEk0ARZVdRbwt8Dbgd8DXwE+Bxzb8X53As8BHgL8jGaa6MOBv66q+/rOvYdm+uYGwNeBRcAbaaac3gg8CrjoQb1BSdKDdvXVV1NVfzrOO+88ABYtWsRBBx002OIkSZIkTbj0LMulaWxOUvMHXYQkdTVFfm86//zzmTt3LosWLWLGDFdLkCRJkqaDJAuqas5Iff6pX5Kk5bTrrrviP0hJkiRJqw6ndk4xSd6dpEY4Xjro2iRJkiRJkqYzp3auIpzaKWlK8fcmSZIkSQMy1tROR6RJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR3MGHQBmiQ77gjz3bdTkiRJkiRpeTkiTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqYMagC9AkWbAAkkFXIUla0aoGXYEkSZK0ynBEmiRJkiRJktSBQZokSZIkSZLUgUGaJEmSJEmS1IFBmiRJkiRJktSBQZokSZIkSZLUgUGaJEmSJEmS1IFBmiRJkiRJktTBQIK0JBsm2a3n9XFJtul5fUiS/ca5xxZJDp7IOiVJkiRJkqRhgxqRtgHwmSRvbF9fBpzQ038g8Ntx7rEIeF+SJ4x1UhqvSnJpX/tqSY5I8psk9ySZ3xfu7ZHkJ0nuTvLbJEeP8Yyzk1zf13Zfkuo5vtjX/8gkX01ye5K7khzbtr+777rh49y2f402ePxNkjuTnJFk1jiflSRJkiRJkh6kgQRpVXUVsAuwYZI3AxsDVyV5c5K9gKcCn0tyTXt8rw27Lm2Py4DvADcDX+hpv7QNpnYFSLIv8Avgg8D6fWVsDTwT2B14KHAGcGaSR7b99wOvAh4CvBJ4S5KX97+XJM8CntvXNgtYA9iwqtIer+jpfwhwAU1YuCWwGfDV9rN5d881ae/za+Az7eXvBV7Y1r01sCnwsQ4fuyRJk+q4444jyQOOyy67bNBlSZIkScttUFM7twB+A3wcWAd4A82otHtpgqJjq+pRVbVFVW0BHAxcXlXb04RaM4BnVtX2/QfwXz2P2gh4O/C2Ecr4VVW9rKour6q7quqfgXuAZwBU1flVdUlV3VtV32/re2TvDZKsRjOS7ut9934IUMAfR/kI3grcUFWHV9XNVXVrVf1klHNfDdwBfKV9fSBwXFv3DcCbgf2SrD3K9ZIkDcTChQt5wxveQFX96dh2220HXZYkSZK03AY1tfNo4CxgKfB5mlDpEzSjrgK8PMlVwwfNyLG3t+uonQOsDVzYNxJtUZJ/ohmddRlAVX2yqv6DJtR6gKpa1Ps6yfrAusCtfe3rJjmQZtTcl/pucxhwG3BmX/tDgNurasko7//lwKdH+3B6nr0G8E7gvVU1/B7Wovnchv0BmEkzOk2SpJXGwoUL2WCDDQZdhiRJkrTCDCpIezXwU2BPYAh4bJKvAqcDe1TVE6pqK+AomqDquzSj1b5FM4rtTuAV7Qi0pwM/BC6mGcn2X1X1u2UpJskM4ETgOuC8nvbraUaVnQAcWVXX9fQ9BngPcPgIt3wIsF67ttmNSU5P8oj2unWBzdv+n7Xro12YZIcR7rMvsIQHjnj7FvD3SR7TThE9tm13nTRJ0krFIE2SJEnTzaDWSKuqentVfYFmdNlPaaYo7kATHJHkycC7gT2Am2jCtxdU1QeAg2jWMzuDZvTZb4DnVNVoUylHlWQT4Hs0gdw+vSPVqmozmo0R/hb4lySvba+ZAXwO+GhVXfqXd+UCmmBrTWBvmtFiw1MzZ7e/voBmrbPNgMuBr7cj0Hq9AfhkVfWOQHsj8EtgAfBzYPj5d47w3g5pN1GYf9N4H4QkSSvYwoULOfLII1lrrbV40pOexOmnnz7okiRJkqQHJX+eMTjJD07+hiY0ux14bVXtl+RXwH8Cu9EEbLNopi7+DHgf8Fhgx7Z/FvBNYCdgE+B/aUK124Bft1M6h591EM1otc36atixvcePgFdX1S1j1Psu4IVVtWOS44GnAHOraslo9++5difgIpqRanfRjK57XlWd0/Y/DPgdsENVXdK2bUcTlG3WroU2Wl1PBuYD61bVXaOdNyep+aN1SpKmrgH9Pt7FnXfeycyZM7n99tv5t3/7N4466ijOOeccdt9990GXJkmSJI0qyYKqmjNS36CmdgLsRTMaa2OaEWfQrPX1+nZa5yHA19qfbwY+SbNT5a+A/apqq6o6oqp2ognXTqMJqbYCVh/v4Uk2ollv7eSqeuFYIVpraXt/aKZz7gwsTlLAvwKbtlM5dx3h2jVoQsN7q+p+4CqakW7DhuvtHVX2MuCisUK01v7AeWOFaJIkDcKsWbMYGhpiww035IgjjmD33Xfnm9/85qDLkiRJkpbbjAE++8k0mws8j2bkFdBM++w/saqGp1SeRrPj5WFJ+k9bB7ikql7U8fn7AbdU1dEjdSY5BvgCcA3wVzRTKt/a1pO+cw+iZ0RakmfSBGeXANvQrLH2haq6p73kBOBdSX5CM+Luw8CFwK97brsHzdpw/XU9iWYU3++Av6EJHP2nfUnSSu/+++9n1iyX9JQkSdLUNZARaUnWAralCZqeS7NRADQ7do7n8Kravv+gWcdsWWwObNOOIus9hhf2fwjNxgO30OwE+o6qOrXjvdcHvkwzzfQ/gHOBeT39J7btFwBX0vx3eMlwiJhkdZqpo/83wr23oZmKeitNuPeiqrp4hPMkSRqoU045hd///vfcdtttfOQjH+Giiy7ila985aDLkiRJkpbbQNZIS/IcmlFY82imRf41sCVwSlVt156zP7BLVR3Sc91pwFzgjhFuu6wj0lYprpEmSdPUSrxG2vOe9zwuuOACVlttNXbYYQeOPfZYdt5550GXJUmSJI1prDXSBjW1cweaBfIPo9lE4MPAU4H3JdmSZoTa6sD/G+Haw6vq6/2N7dpkR0xUwZIkadl8+9vfHnQJkiRJ0go1yF071waGquqPI/StRrNc2sr7z+xTjCPSJGma8rdKSZIkaYVaGUekUVV3j9G3dDJrkSRJkiRJksYzkM0GJEmSJEmSpKnGIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqYGC7dmqS7bgjzJ8/6CokSZIkSZKmLEekSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHRikSZIkSZIkSR0YpEmSJEmSJEkdGKRJkiRJkiRJHcwYdAGaJAsWQDLoKiRJGpyqQVcgSZKkKc4RaZIkSZIkSVIHBmmSJEmSJElSBwZpkiRJkiRJUgcGaZIkSZIkSVIHBmmSJEmSJElSBwZpkiRJkiRJUgcGaZIkSZIkSVIHBmlAkq8nOWgF3Wu1JBv0td2cZJOe1+slyYp4niRJkiRJkibHlA3SklyT5M6+o0ZouzPJOstx/zlJ7ktyfZK7khyV5LYxjh+1l74IODfJ2qPcN8C/A3/f0/bpJPd2OE5cns9KkiRJkiRJD96UDdKqaouqmjV8AI9suzbubW+Pu5bzMRdV1WbAj4H/q6r1+w/gAOD8qnpaW9fXgMuBz40y6uxdwEOBT/S0DQFvrqo1q2pNYH1gJjCrp+2t7XmSJGmauvTSS9ljjz1YZ511WHfddTnppJMGXZIkSZJ6TNkgbQTD72VJf0eSQ5IsHuVYArwQOKWn7Yyea9cDtga+vwy1HNJec3hfHXsCrwdeWFV3L9vbkyRJ09mvfvUrdtllF+bOncuNN97IlVdeybOf/exBlyVJkqQe0ylIW6P9dVF/R1WdXFUz+g+aEV4XAncCB/f07d9z+R7AOVW1OMlJSW7pme65z0iFtCHZ84FT+rr+G9i1qq59kO9VkiRNM29729vYY489eNvb3sa6667Lwx72MB73uMcNuixJkiT1mJJB2khrigHXtN13j7C22JdHudXrgKXA98Z43FOAK3uvaad7fmWsumimd97U/rxhW99twE966vraMrxtSZI0Td13332ceeaZHHLIIYMuRZIkSWOYkkFaVb12eO2wvjXEAA7r76uqffvvkeSvgGOBeeM87qPAq5NstKx1AdsAvwFuB64AXtBX19/0XH7C8NRSmhFyS4B7e9o+Mt7zR3iPhySZn2T+Tct6sSRJmjRXXHEF999/P1dddRVbbbUVs2fP5rnPfS7XXHPNoEuTJElSjykZpPVLshrwt8A/AkeMssh/7/nbAGcBh1bVZWOdW1U3AecAL12Omk4CPkwz3fTvgROTbDjKJYePNP20ZxrqpsBx7b1ntDuUDh/fHaX2k6tqTlXNGTcFlCRJA3P77bcD8L3vfY8f/OAHXHnllay22mq88pWvHHBlkiRJ6jUtgjTgHTTrnR0HXAu8e7QTk+xKsy7ah6tqtCmf/a4FHtX+/OkkvwNePs41HwJmAJ9pX19Cs2baN5Ks0/G5f1JVvwMenmS3qlpcVek5dlvW+0mSpJXHxhtvDMC73/1uNtlkEzbZZBOOPvpofvjDH/LHP/5xwNVJkiRp2JQP0pIcArwFeEVVLQVeC7wmSf+OmaslOQI4G3h7VX2ow+03S/IpmumfP27bXltVm1TVWlX1zRHqWS3Jx4AXAfu3NQ17P3A1cEGSzZbxrQLsDvzFNFVJkjS1bb755syePZtbb731T21LlixhxowZrLnmmgOsTJIkSb2mbJCW5KFJTgE+CLykqi4BqKobgX2ANyf5RpInJHkScBHwD8CLqurkjo+5Efgp8Pp29Np7gXPHqGlT4Ds0O33uUlV/6O2vqgL+H/BD4NIkB7dd9wFbjTUltR3Fthswv2PtkiRpipg5cyave93reMtb3sJ1113Hb3/7W975zney7777MnPmzEGXJ0mSpNaUDNLaAOrXwLbATlX1gHCrqv4PmEMTUF0CfBe4Cnh8VX2nvccTkmydZEvgcTQbAvRbUlUnVdU57X1vqKrbkwwlWT/J6sAOPde+AbgZeFpV/Xak2qtqaVUdChwM3Ns2fwk4AFg0vLlA/wHcCiwGvrjMH5gkSVrpHXPMMWy33XZsv/32POUpT2HrrbfmpJNOGnRZkiRJ6pFmkNTUkuSxwA5V9ZUO5+4AXF9VN/e1/zfwbKCABcBzquqOnv45NOuo7TrCPTcE/kATRN4I7FtVP0iyelUtGeH8m4Ht23XOBmJOUg5lkySt0qbgn3kkSZI0+ZIsqKo5I/ZNxSBtRWl31qRvHbNpySBNkrTKW4X/zCNJkqTuxgrSZkx2MSuTVSFAkyRJkiRJ0ooxJddIkyRJkiRJkiabQZokSZIkSZLUgUGaJEmSJEmS1IFBmiRJkiRJktSBQZokSZIkSZLUwSq9a+cqZccdYf78QVchSZIkSZI0ZTkiTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6sAgTZIkSZIkSerAIE2SJEmSJEnqwCBNkiRJkiRJ6mDGoAvQJFmwAJJBVyFJkiRJkqabqkFXMGkckSZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQtpySHJLkM31tByT56qBqkiRJkiRJ0sSZlCAtybuSLF6G464kv1uG44jleMYnk7xnlL4apf2Unrf1KuDsvrd6APD9Ed7/nCT3Jbm+fW9HJbltjONH7XXbt88d670vTrL9xP3XkyRJkiRJmrqqis9+9rNsv/3I8cmdd97JxhtvzAEHHDDuvWas6OJGUlXvBd7b357ke8AtVbXvSNcl2RH416p6Yk/bS4FXVNVLR7hkmZ8BHN13/izgDmCDqrpjhPs9G/gasCGwbZJ/Ab4AfADYDXh2kuN6LnkxcCtwUVXtmuQC4P+qav0R7r0P8JqqelFP81VVte0otZPkstH6JEmSJEmSVmVf/vKXOfroo7n11luZMWPkGOz444/npptu6nS/gU3tTHIwsAt9QVafF9CEVmPdZ9QwsMszkqyZZHZP0xrtr4t7zlk/ycY9/b8A1gI2Bd4JzAbeAZxYVWtX1ayqmgVcASztuc96wNaMMGpNkiRJkiRJK9ZNN93Ecccdx/vf//4R+6+//no+8YlPsNtuu3W630CCtCTbAR8FPl1VvxzlnNVppk++pp0SuTDJv/WdMxP4dpJXLM8zWv8AnNbzeq321yU9bR8Dju15vbSq7q2qe2kCt3WAvYDekWjQjPi7v+f1HsA5VbU4yUlJbumZ7rnPKPVtNdbUTmCrMd6bJEmSJEnSKuuwww7jxS9+MUlG7D/88MM57LDD2HTTTTvdb9KDtCQbAGcCNwAHJ5mdZP82OOv1SuCSqtqsqjajCbN+0XOfNYF/B+6hb9TaMjwD4J+A7ZMc1r4eHnn2jPZeLweeQxO4jeYuYBvgi0me3NM+A7iv5/VTgCt7Xr+ufW9fGePeV1XVJqMdwFWjXZhmQ4T5SeZ3G6AoSZIkSZK0avjiF7/IT37yE9785jd3vmZSg7Q24DqXZrTX84Ah4GHAm4GLkzypPW8d4BjgIz2XPwf4bvvzBu3PtwMvqao/jfrq+oxhVXU3cDCwf5p48q9owq8D29eHAS+vqlt7LntmkpuT3Az8c3uf+4GPA19P8tD2vCEeOCLto8Crk2zU5fOqqkuBx/e2JbmzLxB8fHveSNefXFVzqmpOpwdKkiRJkiStAq677jre8IY3cOqpp7LWWmuNf0Fr0oK0JJsB59Es0r8bMDxI6nfAU2lGlf1PkvfRTKP8b+BN7Q6X2wJbAgvaa55Ds87Y/lW1eHme0U4LBaCqfgA8q6oKOAh4PfAimvXMdqmqC/vezoVV9dCqeihwZM99vkoT8J3YNg3RMyKtqm4CzgFG2iih//N6a5LbgFt6dvNcRDON9J7htp7+t453T0mSJEmSpFXd/fffz8te9jIOOeQQdtlll2W6dlJ27UyyJ3A68GNg96q6qd0dE4A2DDsuyXeAzwPrAo8D1gfOBt4EfLCqlrZzWr9VVW9v770WTSD4rGV8xubAgT39S5McRBPCfY5mJNjngGfSs/FAB0fSjJgDWJMmSFunp/9a4FHtz59O8glgPeCrvTepqg/Q7ARK+z6fBZzU1nU5cHBV/WgZ6pIkSZIkSVrlXXTRRVx88cVcfPHFHHfcA5e7P+OMM8a8drJGpO1MM+1xr3ZU1oiqagHNOmI7VtWtVXU18G6anS9P7jn13p6fn0AzOm1Zn/GANc+SPJdmHbb9qmoJzW6cQ8BZfbt6jqmqbq+qa9uXa/XUulmSTwHzaMI+gNe2a52tVVXfHO2eSXYHzgD2a5teBXw5SbctJSRJkiRJkgTALrvsQlU94HjVq17F/vvvTzNZcXSTMiKtqt65DOfeRbN4P0meSBNuvaDdIXMkmwM3PIhnrAW8DTgCOKiq/rc9594kLwC+DVyU5Kiq+k57i52T3Nn+PAP4YnuvGcNTTZOsBswC7m7PuxH4KfCNqjonyQ+A4XuMKMkQ8A7gte1n8NN2RN5PgZcA30jyGeB9vevESZIkSZIkacWb9F07u0qyK/Ad4M1V9cOerjuBzZPMSDID+Bv+PMJrWZ9xIM2ul/vQrIX2gN0/q+p6mimj84Gzk3y07bqgqmZV1Szg73ouOTzJ3yZZg2ajg9ur6ra2b0lVnVRV57T3vqGqbk8ylGT9dgOBHWg2UCAs9umXAAAOi0lEQVTJi4CfA88GntqOpOutbQHNum87A79IMu66a5IkSZIkSauigw46iOuvv37U/tNOO43TTz993PtMyoi0ZZXkJTRTOQ+qqrP6un9AM+XybqCAy2h25Fwe/wu8Bfh8jTJ2r6puBw5KcgJwHU3YNZq7gVOBU2imdB45xrnD1gX+QBNq3gjs27bfBhxTVf822oVVdQPwnCT7Aws7PEuSJEmSJEnLKePN/RyEdk2yR1TV5YOupV873XLtqvrjKP2r06yNdndVLZ3U4sYwJ6n5gy5CkiRJkiRNPythtvRgJFlQVXNG6lspR6RV1R00O1OudKpqETBiiNb2L2Gctc8kSZIkSZI09ay0a6RJkiRJkiRJKxODNEmSJEmSJKkDgzRJkiRJkiSpA4M0SZIkSZIkqYOVcrMBTYAdd4T57tspSZIkSZK0vByRJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHVgkCZJkiRJkiR1YJAmSZIkSZIkdWCQJkmSJEmSJHWQqhp0DZoESe4ALh90HZqWHgrcPOgiNO34vdJE8HulieJ3SxPB75Umgt8rTZTp9t16VFVtNFLHjMmuRANzeVXNGXQRmn6SzPe7pRXN75Umgt8rTRS/W5oIfq80EfxeaaKsSt8tp3ZKkiRJkiRJHRikSZIkSZIkSR0YpK06Th50AZq2/G5pIvi90kTwe6WJ4ndLE8HvlSaC3ytNlFXmu+VmA5IkSZIkSVIHjkiTJEmSJEmSOjBIm+aSrJXkX5LcluTWJMcnWX3QdWnqSzInyYVJ7k1yXZJjk/j/FK0QSU5MUkncXVorRJLtk5yb5K4ktyeZN+iaNPUleVSSbyW5O8mNSd6bJIOuS1NPGq9Kcmlf+5OT/LD989YVSfYeVI2aekb6XiVZLckRSX6T5J4k85PsNsg6NbWM9v+rnv5ZSf6Q5PTJrm2y+Jfe6e+fge2BbYFnAC8DjhpoRZoujgI+AGwAvBj4W+DIgVakaSHJo4GDB12Hpo8kjwH+GzgPeDjwWOD7Ay1K08UXgOuBTYA9gAOB1w60Ik05SfYFfgF8EFi/p31d4BzgP2j+vHU88NUkmw+iTk0to32vgK2BZwK7Aw8FzgDOTPLISS9SU84Y36teRwAbTVpRA+AaadNYktnAzcBzqurCtu3vgVdX1XYDLU5TXpI1qur+ntcfBh5fVXsNsCxNA0nOBJYCLwKGqmrxgEvSFJfky8CSqnrloGvR9JLkLmCnqvpZ+/qjwMyqOmywlWkqSXIYcAPNX0qPqarN2vbXAW+uqsf2nPtz4HNV9cGBFKspY4zv1VBVLeo792bgsKr60uRXqqlktO9VT/9mwHzgZ8Dvq+qAya9y4jkibXp7Cs1/44t72i4Gtkmy5mBK0nTRG6K1NgduHUQtmj6SPB/YBvjUoGvR9JBkJvBCVqGdpDSpTgOOTLJekifS/AOAfxHVMqmqT1bVfwD9Ixx2Ai7sa7sY2GFSCtOUNtr3aoQQbX1gXfxzvDoY4/9Xw04APgn8dvKqmnwGadPbI4CFfaM5bgICPGQwJWk6SvJCmumdpw66Fk1dSR4CnAQcDiwa53Spq62BNYCtklyV5I4k5/z/9u4/WNNyjuP4+9Padlt2Uyori0ojKVbK0JJQRgylNCpqFqlhpGjsTKti/f4RyiwjZKQV2ZAf+V2mJEvkR5aShFraImLRD/H1x3Uf7p457R67y+M85/2aeebc93Vf931/5zlnzrnP9/le15Vku+GGpRHxBuCpwC3AD2lJj0uGGpFGybbAjQNtvwXuM4RYNIK6uWjfC1xPm/5AWm9JDqUl+t8+7Fj+20ykjbZptKTZYBu0YVPSBukmmjwRWA4cX1UXDDsmTWqnA1+sqi8POxCNlDnd132Ax9PmR/sHbW4rab0lmQ5cCHyaNn/Vw4FHAycOMy6NlLt7lvc5XhssyVza77A9gWcMVqpJ/4lujr2ltGmkbh12PP9troY22m4GtkyySVWN/cHdilbpcfPwwtIoSLIZcA6wO7BfVfkpltZbkpcD82k/T9LGdFP3dUlVrQZI8lrgW0k2r6o/Di80TXL7AtsD87t/QG/pfraW0irVpA11M+3ZvW8rYPUQYtEISbI7cD5wGXBQVfm/odZbkk2Bc4H3V9XFw47nf8GKtNH2fdr3+DG9tgXAd/3EQRvBe4F5wCNNomkjOI42BG9NkuLfwwv+luT5Q4tKo+A6YA2tYmjMNOBO4LahRKRRMYNWGdSvDirAeWi1sVxOe3bvWwB8cwixaEQk2Zq2Guz7q+oAk2jaCPak5RxelaS6Z/mFwPO67ZFjIm2EdZ+8nwe8Lcm8JI+i/bP6zuFGpskuyRbAEbTVfX437Hg0+VXV9lWVsRfwpO7Q9Ko6c4ihaZKrqtuB99H+Fj4gyf1p1ULLu2PS+roQ+DPw1m6xgZ2Bk3DYsDaeZcC8JIuSbJHklcBs/BnThnkucHNVvWbYgWg0VNXF/ef47ln+w8DZ3fbIMZE2+o6iDWv5GfA54I1V9YnhhqQRMI/2+2PF2KcOvde9hx2cJA04GbgSWAl8D7gaePFQI9KkV1VraMM7dwNuAC6mJdeOG2ZcGh1VdQNt1eEX0IZzHkybTmPNUAPTZPdAYKdxnuE/PezApMkiVSNZaSdJkiRJkiRtVFakSZIkSZIkSRNgIk2SJEmSJEmaABNpkiRJkiRJ0gSYSJMkSZIkSZImwESaJEmSpoQkM4YdgyRJmtxMpEmSJIkkmyfZtbf/4yR7raX/7CRPGaf9gCTbjNO+S5KF6xnbBf3Y1tJvRpL9u+1zkuyX5F5JDu66fCLJYesTgyRJEphIkyRJUnME8O6Btr+vpf9M4CNJdhhrSDIdOAvIOP1vBd6V5P5d3zOT/D7Jqt7rt0ku6F1vcf8CSTZNck33uiHJX3v7nwWmAe9IsnfvtHcD85NMA/YCLl3XGyFJknR37jHsACRJkvR/4YXAh3r7mwB3DnZKsgAYS55dBByW5FfAjcAdwM+q6sbB86rq2iTHALf1mo+tqo/0rv1E4KTe8ZcCb+623wz8pqp27PqeANy3ql4xEN+RvbinAzcBS4Ddu/2nJ//K862qqvMHY5UkSbo7JtIkSZKmuCQHAo8ETklySte8KXBJkup1/TNwNLBjt38lLTm1I+25ci/gAUmu6drvB3wMmA0s6M45NcnLBu5/Z1Wt67l0cVWtTHIscCywNXB7kmd2x58HPAU4vNvfFngc8BdgC2AWsAKY18VzJHDMOu4pSZJ0Fw7tlCRJmsKSzAGWAodX1cyxF/BrYLd+W1VtVVWfAj4P7FpVS4D7Al8BLgMWAqd1VWOHA5dX1cKqOqiq5gJPoA37/NYE4joAmJXkRbSk2EHd9gOB06tqc+B+3b2uAjarqjfQKs8upQ1LvQw4GDgVOLSL5yTa8NOrq+rMDX3/JEnS1GIiTZIkaWor4BVV9dGB9jm0CrS7SHJPWiLqA13TB4FzgcXA14Gdu/adgJ/3zrsHsAxYWlW/7LVvyjhDSGkJsS8ATwS+Bzyk257Znbcd8MOB2A6lVZ19FfhyF88ZtOqzs2hVdwDzgZ+Mc09JkqS1cminJEnS1PZO4IgkywbaZwBX9+YTG7MC+BQtWQXwB+AtwI9pibOxOcceAVwO0E30fzawC3DIwPXuyV3nTQOgql6dZG5VrU5yFfDYqrolyZJ+t4HTfkcb3rkP8APgTOB9tCq4O4FVSWZ3fS4avKckSdK6WJEmSZI0hVXVUQPDN2cCr6Qlt04e59iLgSuAc7tVOk8DUlVfq6pfAXOS7EFLmF3Y3eY9wP60ZNZ5SRb2QtgJWJNk835cXQXbZUnm9tpOAbbpdsdLwB0CXEyrljsG+DYtofbUqvobcAmwCHg6cN76vWOSJGkqM5EmSZKkf+kSVyfQEl8vSfLg/vGq+imwHPgTrarrYcDpvS5n0IZR3lRVV3RtlwKPoSXS9qYlw1YDt9CGcM4G3kVbGOAX3TnPAVZU1epu/whgT1rVGcCuwA0DsR1FS6Qtqap5wG7dobEhoG8DTgY+WVU3TfQ9kSRJGuPQTkmSJAGQZB7wRWBZVX01yWLgwiTPqKqVY/2qqpIsAq6lDd/sD7E8B3gdbWXNsf7Lktyr2/4TcEp3v02AHwEfBWZV1XeSfD/JUtrQ0td3l/h1d719aAsW3EGrOFvdzbF2OfD7tHGo1wHP79r3AM6qqrHk3EO7r1smmVZVf9/Q90ySJE0tVqRJkiRNcUlmJHkpLan12apaDFBVHwdeDXwjyTuSPKjrPwv4DG3+sX8AZyeZlmQmrSLtSuCEbkGAtTmONun/N3tts4EDq+po2hxtJwFzgadV1XW0RQQOoy2E8BXgu8CVVXVFNW+kJeBOBJ4MbJ3kPkmeS6t6exrwIOCcweGkkiRJ62IiTZIkaQpLciSwCjgaeFZVndg/XlVn0Sq7dgB+nmQ5bcGBlVW1CDiQNtxyR+AC2vDM+bSVPFck2Xece26S5OXAs4GjgNuBe3eHdwGuS/IC2uIF29MWGrgmyZuAq4BruljP6O5/bJLlSU5I8lNgIbCgO/ePtHnRTgX2r6ovAfsB29KGoEqSJE1YqgYXO5IkSdJUkWQH2gqbn6l1PBh286WdBnypqt4zcOwiYCVwfFXd0bUtAvaoqkO6oZ2/pCXczge+QZvL7LYk29DmW5sDzAKOp1XH3VFVP+rdY2/g2qq6fuDe02iJvi2B66vqNwPHdwbWVNWqXtt0YO7gtSRJktbGRJokSZI2WJLNqurWcdozmKC7u76SJEn/70ykSZIkSZIkSRPgHGmSJEmSJEnSBJhIkyRJkiRJkibARJokSZIkSZI0ASbSJEmSJEmSpAkwkSZJkiRJkiRNgIk0SZIkSZIkaQL+CYHExKWEZq4AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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9dn/a+oDH0SoKn9KduyLJcQNjuzzJlCSPSPKOJL+jTTH+IrBjVb1hROXfmL/T1rQbOz47cO7+SX6QZP8k2yc5lLZ+4QVD380Pq2qXqlq3qlarqq2q6rDhZ07090uSJC07TqeVJElaSpJsBfyKFkK9C/ivqrp58Jqq+gbwjSRr0zaFeDGwJy0QGutnGq367ojBKrPu/uu7aaTfoW14cZfNIfokyRa0deHOBB5ZVXO7U5+hTYu9EijaJhX/RXvnKcDOVXV218eGtKnG5wOPrqrZAN26eQck+QZtivCxtPDsjcDHxqrvRqmqvwNvS/Ie4ADg87TqsxOBdwzuslpV30jyVloF3fZV9ceufXY3nfnTwM1VtfOI9x/bWGIzWkj5/Kq6qjv3YFrYuGr3eQZt6urDgam0Kr4P0qbnLkzIWlX1j0A3yfXcubHFpcC/AmNjvA34wNh3LEmS7h6yjGdOSJIkrVSSrFtVf13Ee6ZU1fyhti0HQ5m7qyTrjbMBxMhrgb8OT+0dZ+25wfNZltOBu+moq3XTkZfVMx4LPJm2Jt7PJnrfEfeuDmxUVZdPcE1ood7qwA1Oj5Uk6e7HEE+SJEmSJEnqOdfEkyRJkiRJknrOEE+SJEmSJEnqOTe20GLbaKONatq0aZM9DEmSJEmSpF6bM2fO1VW18ZL0YYinxTZt2jRmz5492cOQJEmSJEnqtSR/WtI+nE4rSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9N2WyB6C7sTlzIJnsUay8qiZ7BJIkSZIkaTmxEk+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeo5QzxJkiRJkiSp51aIEC/Jhkl2Gfh8TJIHDXw+OMl+C+hjWpKXLstxSpIkSZIkSYtjhQjxgPWBjyd5Tff5QuCEgfMvBC5fQB+3AUcn2W6ii9K8OMkvh9pXSXJokkuS/C3J7KFg8SlJzktyc5LLk8yc4BnfSnLZUNutSWrg+NzQ+fsl+WKS65PclOSdXfvbh+4bO77TnV+tCz0vSXJjkk8nuccCvitJkiRJkiQtR6mqyR7DUpFkc+BA4IauaRpwMfAr4EvAVcDYy/4eeGz3E2AKMH+crjcD9qiqM5PsAxxJCw3nV9WmA8/fGjgKOAK4DDgYeCewdVVdmmRnYB7wG+CRwLeAA6vq80Pv8Tjgx8DlY/13odoNwIZVde2Id98AOBf4SjeG24HNq+q8EddOpYWcb66q05O8C9gd2Lt7xmeAP1TVgeN8H/8wPanZC7pIy84K8s+uJEmSJEkruiRzqmr6kvSxQlTiJZkGXAKcCKwNvJoWVN0CvAN4Z1VtXlXTqmoa8FLgN1W1LfB8Woi3U1VtO3wA3x941MbA4cCbRwzj91X13Kr6TVXdVFXvB/5GCwupqjOr6vyquqWqftSN735D77EKrYLwy0N9b0ALIP86zldwGHBFVR1SVVdX1bxRAV5nLOj8Qvf5hcAx3bivAF4P7JdkrXHul5aqqmLWrFlsu+22kz0USZIkSZJ6a4UI8YCZwNeAO2iVZFdU1QeBjwMBnpfkorED2Ak4vFs379vAWsDZSX45cNyW5DjgA7TAjao6qaq+xJ0Vff9QVbcNfk6yHnBPWvXdYPs9k7wQuBdwlyo8YAZwHa2ibtAGwPVVdfs47/884GPjfTkDz16NVin4jrqzBHNN2vc25i/A6sADF9SftKROP/10ttlmG970pjdx3XXXTfZwJEmSJEnqrRUlxDsQ+AWwGzAV2CrJF4FPAU+pqu2qakvg32kh2Rm0Kr1v0Kr3bgT27SrvHgP8FPgZrYLv+1V15aIMJskU4EPApcAPBtovo1XTnQC8tqouHTj3ANpU3UNGdLkBsG63lt2fk3wqySbdffekTfldN8kF3Xp4Zyd5+Ih+9qFNtR2s9PsG8IYkD+im5b6za3ddPC1zc+fO5ZhjjuHYY4+d7KFIkiRJktRrK0SIV83hVfVZWlXdL2jTQh9OC61I8gjg7cBTgLm04G+PqnoXcADwlSSfplXdXQI8qarGm746riT3Ab5HCwOfOVih161xtz7wEuAjSV7W3TMFOBV4X1X98p975ce0UG0N4Bm0Krmx6bDrdD/3AJ4FbEpbd+/LXeXdoFcDJ1XVYOXda4D/A+bQ1g8ce/6Ni/bm0qKbMWMGe+21F0kmeyiSJEmSJPXalMkewNKSZG9aYHc9cGVVXZyWDLy72yV2LVoQ9v+AC4CjgYclORDYhTZFdi6teu5AYLskF9Iq9/7QTaNd0Bh2AL7ePWPvqrpm+Jqquo4WGJ4AvJw2Dfa93dhHliN1QeBYGHhutwvvOUnW78ZcwHuq6g/dON4MXAk8GDi/a3swsCOw11Df84AXDLzDI7px/G6cdzyYtmkHm038dUiSJEmSJGkpWWFCPOBpwHnA1bRgC9rabq+oqkryTOA5VXVAko8BJ9Eqz34OfLKqfj3WUZINgUcD2wFbAn9a0MOTbExbX+/kqpq5EOO9A7ip+31sCu38wYqkJAU8sarOHLp3NVrod0tV/b1b52/9gfOrdj8Hq+meC5zTbV4xkRcAP6iqm0adrKqPAh+FtjvtAvqSJEmSJEnSUrAihXiPoG1k8XRaOAe0qbbDF1bV2DTWU2g7u84YMZ1vbeD8qtpzIZ+/H3DNeAFekqOAzwIXA4+iTWM9rBtPhq49gLYe36bd551ood35wINoa+p9tqr+1t1yAvC2JOfRNqZ4L3A28IeBbp9CWwtweFwPo6teBPamVdntupDvLEmSJEmSpOVghVgTL8mawNa0kOuptE0poO1MuyCHVNW2wwdt3bpFsRnwoG7zicFjbBOJDWibXFxD2/H2LVX1yYXsez3gdNrU3i8B36FNxR3zoa79x7RpsKsAzx4LMJOsCmwP/O+Ivh9Em/47jxYs7llVPxtxnSRJkiRJkibJilKJ9xjgt8BDaeveXZXksbQKszHrAn8fce8JSd45on1tuvXkhlXVKcApQ23/Ttv9dqSqmgHMGPcNJui/qr7BBEvQdRtVHN4do87fTlsTcNS502kBoSRJkiRJknpqRQnxHg7MpoVkR9Omk+4IHJ3k/rTKvFWBF42495Cq+vJwY5KdgUOX1YAlSZIkSZKkhZURS8bdLSVZC5haVX8dcW4V2vJ4K8bL9sT0pGZP9iBWZv51liRJkiTpbiHJnKqaviR9rCiVeFTVzROcu2N5jkWSJEmSJElamlaIjS0kSZIkSZKkFZkhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HNTJnsAuhvbYQeYPXuyRyFJkiRJkrTCsxJPkiRJkiRJ6jlDPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeo5QzxJkiRJkiSp5wzxJEmSJEmSpJ4zxJMkSZIkSZJ6zhBPkiRJkiRJ6jlDPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeo5QzxJkiRJkiSp5wzxJEmSJEmSpJ4zxJMkSZIkSZJ6zhBPkiRJkiRJ6jlDPEmSJEmSJKnnpkz2AHQ3NmcOJJM9ipVX1WSPQJIkSZIkLSdW4kmSJEmSJEk9Z4gnSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLP9SbES/LEJNssh+c8IskWS3D/FknuN865pyY5ZbEHJ0mSJEmSJI3QmxAP+Ddg++XwnGcDB0x0QZIrk5yf5IIktyQ5rzvuBcwEHjXB7U9LclZ3vDLJzUlmd8f/JrktyUJ/70n2T3JJkr92n1dL8qkk1yc5McnTk1yYZLUF9LNQ13XXnpLkUws7RmlJVBWzZs1i2223neyhSJIkSZLUW1MmewADtgWOS7IBsHZVXbo0O08yBdgAuAQ4NMnfgB2Bc6rqvSNu+SywGvAq4FPAhcA8YA/gKUmO7647AfgcsDpwX+As4E3duduAJwDvrqpzk7wC2K6q7ljIMa8JfIIWcH6pa94f2BV4EHBjVd0AfHNBfVXVNxfmOml5Ov3005k5cybz5s1jypQ+/etIkiRJkqR+mdT/1ZxkP+BJwIbA1sAZwFrAMcCR49yzCvBYYHfg0cCDgfWAq4DPAzOr6qaB66cCc7uPc7vrNunu+wTws3GGdz4thPsJ8ABaeLYmLdx7TVXdPvCMI4F/6T6uCRwO3AFcDRwLnJTk34FXdu+7sO5FCxLPqqq/dm33A35XVX9ehH6kXpo7dy7HHHMM1113HW9961sneziSJEmSJPXWZE+nvQI4BziPViG3E60K7x8BXpJVk0xJsmaSo4A/AccBfwXeCjwEWJcW6m0D/M/gdNWqug1Yv6rWq6qtqupxtOq5jWhh3jFJzk0yPJfvncC7uuM1QIC3AR8Bvp/kUQPPmAn8GfggsBmtMu8C4PCqOg/4DXA28PqqGgsUSbJekpOT/KmbHvvjJI/pzh0AXNxd+rskZyY5E3g7sFOSSnJAd1w20Oc6XZ9XdVOBzxrrb+i653TTe29KcnGSl0z8RyUtfTNmzGCvvfYiyWQPRZIkSZKkXpvUSryqOhM4M8lrgR9V1a+TPDnJs4DpwJa0Krs9gO/Sqtv+taouHtHdeUn2pIVnuwNfAUhyX+ATSe5Jm067IXB91+/atODt7SMq23YC7kGbHvsoWtXfo6vqF0neD5yW5BFVdVOS44D7dM+GFkruBrwyydOA+cDLgA8m+S5wWlWdA/x3d+6JwLXAy4HvJtmmqk7pQrs/AltV1UXd+7wd2KULI8fCvkGndmN5cnfvY8b5+jfunvdLYF/gI0m+UVV/Ged6uucdDBwMLa2UJEmSJEnSsteXRageSwvpAJ4J3ECrevslcFVVVXdu5kSdVNXfk3wH2I4uxAOuBN5BW8/uWuDqqqok2wNfA84bZ2rqJ4GptHXuTura3tE958tJ9gH2Az4GfIY2/fbFwC+AfYDf0abYXkurwlsNOJkWIG7aPf+JwH2r6squ/3cl2Rd4AW0a7iLpqgn3BKZV1Z+65jNGXVtVH0qyBm1tvZu6d30QMGGIV1UfBT4KMD2pia6VJEmSJEnS0jHpIV439fVJdJtBVNVrl7DLDWnhH11/Bfw0yca0teqelWQT4BpgHeBHSXatql8N9LEHLXSDNvV2zJUDv7+kqm7tnvG/3bu8F5gxcM11wGC/RwFbVNWNSZ4LXDsQ4I25CNh0UV54wNbAvIEAb6S0uYsn0t5zNq1iD9rmHJIkSZIkSeqZSQ/xaNNUr6mqPyxpR0meRAsEDx1qD/A92jTX3WlB2Xq0HXF3p1XpDVqVtq7dqGcM/r5XVf184PQqtN1sx7POwO+XAusn2aiqrh5ovz9tM43F8WdgvSQbVtU1E1z3ZOAlwL9U1XXdjsCvW8xnSpIkSZIkaRnrQ4j3POCL8I+dZFetqlsW5sYkq9Kq1rYHngM8AXjuiHXd7kfbYfbhVXVH13ZVd3xvRNer06bZPjPJy4Etq+r1SY7v2k9J8m3+uXLtDtrGE+P51MDvP6dVwc1K8iratNuDu7GeOkEfE/kZbVrvqUleTZsa+8Sq+trQdVO74wFJ/sBiTN2VJEmSJEnS8jOpu9MmWZ22qcJYuLUvcEGSGUkemGSNblfajUbcewLwN+AHwP7dzwdV1Y9HPOoyWrXdm5JsnmS1JFOTbJxki6X8WltOcEwdu6iqbqet/3c1rfLuj7Q18h4/VJm30KpqPvAM2rp7P6Xt/vviEZf+D3AacCZtDb9RQaYkSZIkSZJ6InfuGTEJD09eCjy/qnbpPgfYi7ZhxA7AvWjVbd+vqmcN3Vh85AUAACAASURBVLsacFst5AskeRjwHtpOs+sCt9PWxftQVb196NqdgdcvRCXeO6vqrIH75gG/n2AY2wEbVtWNCzPmvpue1OzJHsTKbBL/2ZUkSZIkSQsvyZyqmr5EfUxyiLcWcK+qung5P3dV4I5RAWCSzwK7APeghXxr06Yd/5UW/t0G3AxsRKt4+2FVPbe79+qq+qeqwYG+Lwa2NcTTUmGIJ0mSJEnS3cLSCPEmdU28qroZuHgSnnv7BOeevwT9jhvgdeenLW7fkiRJkiRJWnlN6pp4kiRJkiRJkhbMEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSem5Sd6fV3dwOO8Ds2ZM9CkmSJEmSpBWelXiSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9Z4gnSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9Z4gnSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT13JTJHoDuxubMgWSyR7HyqprsEUiSJEmSpOXESjxJkiRJkiSp5wzxJEmSJEmSpJ4zxJMkSZIkSZJ6zhBPkiRJkiRJ6jlDPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEG8lk+SgJIcOfN41yScGPj8rydGTMzpJkiRJkiSNYoi3jCQ5M0kNHXt259ZK8tYkv0pyS5IbkpybZOPufCXZZUSfFyc5qPt93xH9j3e8apwxbgFcA2yT5JlJ/hU4GTg7yTbL6ruRJEmSJEnSojHEW7aOrqoMHF9Osg7wY+BJwEuBdYEHAO8Bbl+Evj8PTB063gN8dET7SeP08VzgcOBy4Kju3nOAA4FDFmEs0mKrKmbNmsW222472UORJEmSJKm3pkz2AFZC/wHcAuxaVfO7tr8An1uUTqqqgPmDbUmqOzV/+Pok6wE/BTYAKsnLgccAP+ku2RvYEPhY9/nyRRmPtDhOP/10Zs6cybx585gyxX8dSZIkSZI0HivxlqMkawIvAo4cFbQtS1V1XVVtDVwEnAg8BLgHsHV33JsW4g1+lpapuXPncswxx3DsscdO9lAkSZIkSeo1S1+WrwcDqwM/WxqdJVkVyGBTa85d/lzHAsMkmwNbAPvSpu7+K7BJd9lGtL8Pmw70//SqumJpjFUaZcaMGQCccsopkzsQSZIkSZJ6zhBv2XpLkrcMfH5s93NJvvca+P03tPX0hh08+CHJ1C7IexnwdeBCYC/gqVV1Y3fNAcDWVXVY93mVqrpjuOMkB4/1v9kSvIQkSZIkSZIWntNpl627bGwBXNy1P2QB910HrDei/Z7ATWMfqmrLof7fDXxkaDONVNX8JBsBu9OqAG8HdgZel+TIgcq9hwAkmQ58P8lgld/YMz9aVdOravrGC/klSJIkSZIkackY4i1HVfVn4CzajrAT+R13Vu0BkGQrYH3ggsV8/HbApwbGMh84FtgY2KlrflqS/Wg7376z2zxDkiRJkiRJk8wQb/l7BfCoJKcmeVCSqUnul+Tfumo5gA8Ar0gyI8mWSR4HfBo4s6p+tZjP/SFw0mBDVd0GvI+2Y+69gFNpm168rarOWMznSJIkSZIkaSkzxFu23pKkBo53VdUvgR1p3/2PaNNjfw48HZgPUFWfAl4N/But8u6/u597j3WcZMrwwcDGFsNHVd1RVTcPDi7JvsCPaaHhX7rjdcCrk6y7DL8XSZIkSZIkLQI3tlhGqmrnCc5dBOy/gPs/Dnx81LkkawB/m+D2g4cbkmxRVRcPfD4IeAPwlKq6IMkbgNuqalaSDYFfJ3lcVf1xonFKkiRJkiRp2YvLnq1cuvDuHrSps7cBTwNOpgW6u1fVj7vrdqqqsyfqa3pSs5fxeDUB/9mVJEmSJOluIcmcqpq+RH0Y4mlxGeJNMv/ZlSRJkiTpbmFphHiuiSdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc1MmewC6G9thB5g9e7JHIUmSJEmStMKzEk+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeo5QzxJkiRJkiSp5wzxJEmSJEmSpJ4zxJMkSZIkSZJ6zhBPkiRJkiRJ6jlDPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeo5QzxJkiRJkiSp5wzxJEmSJEmSpJ4zxJMkSZIkSZJ6zhBPkiRJkiRJ6jlDPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSemzLZA9Dd2Jw5kEz2KFZeVZM9AkmSJEmStJxYiSdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9t9xCvCQXJzloOT3r35L8aAn72DlJJZmytMY1mZK8PclZE5yfmuTfk5yxPMclSZIkSZKkBVshK/Gq6iNV9fjJHsfdRZIZwO+BNwBrTPJwtJKpKmbNmsW222472UORJEmSJKm3VogqMy2x9YADgMcDu0zuULQyOf3005k5cybz5s1jyhT/dSRJkiRJ0ngmpRIvydOS/DTJDUn+mOTdSdYYOD89yVlJbkzyqyRHJKmB82skeWeSi7pr5iR55sD5u0wdTfKKJP+X5OYkv0ny9IFzU7u+Lklya5ILk6w1YszvS3Jpks2TTOum2r646/emJB9Jcr8kZ3TPmZ1k64H7N0ny6SRXJLk2ybeSPLg794Ek3xy49sAktyVZb+De25Pcu/v8wiTnde/+2yRvTLLq4v55VNXRVfX9xb1fWlxz587lmGOO4dhjj53soUiSJEmS1GvLPcRLsjPw38AHgE2APYFnAsd15zcGvgecAdwP2Bd4wVA3HwaeDuwF3Lfr67+T7DjOY+8B7ANsDHwOOC3J2LsfBzynO78+8HLgjqExv7Ybwy5V9aeBU3sDj+vG/1LgTOAd3bhvBY7u7l8d+H7X73TggcBFwBlJ1gG+CjwhyWpdv88AruPOqrhdgJ9X1VVJDgCOB94M3Lt77qHdId2tzJgxg7322oskkz0USZIkSZJ6bTIq8V4HnFJVn6mqG6rqfOAtwEu7YO2FwOVV9faqmldVF9CCMQCSbAC8GHhFVV3Q9TEL+CYwcuOMqjoO+COwNTAP2AD4lyT3BF4NHFxVP62qm6vqzKq6ZeD25wJHALtV1W+Guj6uqq6pqh8A5wM/qqofVdU1wOeB7brrngHcC3hZVV1RVVcDrwVWowWAPwTmAzslmUqb1noC8NTu/l2Arw98f++pqm9V1U1V9WPgPcDBC/jel4okB3dVhrPnLo8HSpIkSZIkaVJCvAcAvx5quwhYE9hwnPODedEDup+j+th0+GFJVk9yOvAL4I3Ag7tTq9Mq4lYBzptgvMcDp1XVqGuuHPj9BuDygc/XA2PTch8A/HEwHKyq+cCfgE2r6jbgf4BdaQHeucDpwFPTSpSeDHxtoK9x3z3JQd1U37Fj/wnebZFV1UeranpVTd94aXYsSZIkSZKkcU1GiHcpsNVQ2/2BG6pqLnAtsPnQ+cHrLx3RNtbH70c874XAI4Gtq+p5wEcGzv25+7nlBON9HnBwkgMnuGZBLgU2H5guS5IpwGYDY/4aLcR7BvDVqvotbUruPsDtXcXiWF/jvntVfbyqMnB8agnGLUmSJEmSpB6YjBDvJOCgJPskuUeSh9LWjvuP7vwXge2THJJknSSPpU0hBaCqrqStqfehJA/p+nghsFvX97CptIq4TZPcB5g50NfltGmqH06yXZK1kzx1cJMN4Cxg/+6a5y7mO38duKnr475JNgTeSwssv9Fd803gYXQhXtf2bdpU3q8P9HUScFiSXZOslWQnWoXhf7BgU5PcZ+BYbzHfR5IkSZIkScvRcg/xquprwEuAw4GrgC8ApwLv7M6fD+wHvBL4C3AU8H5aCDbmAOCnwLeAK4CX0TadGFyzbn7381TgHOCXwI+ALw0NaX9gDi0w+wtw2Igx/zdtDbtPJ3naYrzzjcCTaGvxXUCbDntf4MlVdWt3zTXAz4Cbq2qs2vBbwLbcNcT7IG2NwA/Qphl/GHhrty7ggjySVn04dpyyqO8iSZIkSZKk5S9VNdljWKAkbwKeX1UPX8jrTwLWr6r9lu3IVm7Tk5o92YNYmd0N/tldWKeccgpHHHEEl1122WQPRZIkSZKkpS7JnKqaviR9TMZ02gklWS/JAUnu3U2n3YM2XfQDC3HvJkkeAOzJnVNSJfXcAQccYIAnSZIkSdIEpkz2AEYo2hTX44FVaTuvvhH4z4W494u03Vs/SdvdVZIkSZIkSbrb612IV1V/BXZZzHsfu5SHI0mSJEmSJE263k2nlSRJkiRJknRXhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HO9251WdyM77ACzZ0/2KCRJkiRJklZ4VuJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9Z4gnSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPWcIZ4kSZIkSZLUc4Z4kiRJkiRJUs8Z4kmSJEmSJEk9Z4gnSZIkSZIk9ZwhniRJkiRJktRzhniSJEmSJElSzxniSZIkSZIkST1niCdJkiRJkiT1nCGeJEmSJEmS1HOGeJIkSZIkSVLPGeJJkiRJkiRJPWeIJ0mSJEmSJPXclMkegO7G5syBZLJHsfKqmuwRSJIkSZKk5cRKPEmSJEmSJKnnDPEkSZIkSZKknjPEkyRJkiRJknrOEE+SJEmSJEnqOUM8SZIkSZIkqecM8SRJkiRJkqSeM8STJEmSJEmSes4QT5IkSZIkSeq5lS7ES7J6kq2T3D/Jo5LsliTduVWSvCbJf4y4b40kRyWZuojP+2ySpyyt8U/wnA2SVJI1F+PebZLstSzGJUmSJEmSpCW30oR4Sd6U5ArgRuBk4InAHcArgQuTHAac3bW/Z0QXzwaeWFW3LcIzHwDsBvx0gmuemuTmJJctxHFrkkeP09WU7uftizC+KUmmA28AdksyvTumLWwf0pKqKmbNmsW222472UORJEmSJKm3piz4khXGe6rq3UkuBPaoqhsBkswETgAOBdbtfq8u1Dts4P51geuTXDdO/2dW1Z5JTgP2AIr2/U4BLumK/cYE+GpVvbD7/M2qes6CXiDJmQO/fwA4u6o+3zWt2v28feCaNwJrVNU7krwP2Kc7NQX4M7Ar8D3gu8A63ftuAvwf8NIFjUdaUqeffjozZ85k3rx5TJmyMv3rSJIkSZKkRbPSVOIB6yfZlBZgbZJkwyQ/BL4OXAxsCzwM2Bz4A/CFqlqvqtYDjqSFbuuOtY049uyesyZwSNd2j6paY/ha4JDuOoALgG1GVN2t0lXKTUmySZKTgfd2YwM4FTgpyVbd5ylAVdXtAEkeCBzRvR9V9TrgflW1KfB84JLuvkuBtwC3dO0nAPOX0ncuTWju3Lkcc8wxHHvssZM9FEmSJEmSem1lCvHeDHwbeADwZeC1tDDtgcAuwJpV9duqej7wkKr6PUC3nt27gZ0mmOb60MUdVFVdXlXbVNWmgwfwPuC27rgceAXwNWC/7r7ZwAeA05KsCqxOF7516+J9Fji2qs7t2nbp2gAeDpw7MIbfAFcBjwTuCfx9cd9HWhQzZsxgr732YqhSVZIkSZIkDVlpQryqegN3ThHdE/hid1wFTAV+kOSiJBcB30vyuSRPB74A/KKqNhoO2rqw7WpgtWUw5LcC9+2ORwK/6n7/6MA1xwL3AF4NbApMTbIdcCJwJfCugWu/D2ya5DnAU4Czhp63KvAi2pTacxlHkoOTzE4ye+7iv5skSZIkSZIWwcq2CNXzaGvGnQLMAp4FfBJ4Kq3C7YyuKo0kh9KmrL4JOCHJxeP0ucmIthOSvGtE+5g1aevQkeT5wHHAhsA8YG1aRd2sru9XAHOB+VV15WAnVXVbF8pdTgvfbgBeABwPXF5VNXDtHUle2j23gDOB/8/encfbVdV3H/98SRjCGBAElFHBIYQCJQoiqK1KrY9WURQt8hjEUh5jtdbiUEGxMlQrjqiAVhMUQbTOI6BCFeqQOOCACFiQaIJhiAREJeT3/LH3tYfDHTLce89O7uf9ep1Xzll77bV/+3oSkq9r7bVtz3CfpQkCP1FVl4xUeFWdSxskzklqpH6SJEmSJEkaP1MmxEuyFXAwcB3NTLSH0ARXWwHfBXYCfpvk7vaU99PM2FsJ/Kiq5oww7g+GaX55Vc0fpZa5wNMAquoC4IIkP6ZZ1vvPwM+q6gNJ3kQzI+9dI41VVT9LMhM4HngO8CHgrKq6fZi+1yT5Ks2z8e5Nci8wM8nivvq2BY6uqk+PdF1JkiRJkiRNnimznJZmptrn2/d7A58CLgXeW1V7te+Pbt8vBL5dVf1LTifSNO7/LLozaZb6ApBkuyRb9nZIshHNbMLLquorwPnAgiT3C2iT7Aj8FbBDkmdX1e0jLBH+BM2z+CRJkiRJktQBU2YmHvBA4J9onvt2Hc1MuMfTzMAby+z2WXnD2XV8ymNr4M6+trtpNuA4oj32BOBI2s0tkmxBszT4kcBB7Tn/Anyd5rl+z62qm3vGeydwNs0GH59td7Z9cd81LwE2o9mtVpIkSZIkSR0wlUK8/1dVK9tdMKuqrk7y+L4+GyfZFNie+85E+/EaLqddI0keBPyhqv6Y+z5n7p9onsm3gibM2xFY0p7zdODtwC+BQ6vqjvbG7mk35PgIcFWS99IEd3OBA4AXVdXvkjypqn7MfTe/GKrnS9w/UJQkSZIkSdKATJnltFW1cjW6PQz4Ps1z8L4/UqckD07y0CQH0izN7Q+83ptk+Ugv4L19/d8MfKx9fwewe1vzGVU1s6p2pVn++5fA1UleT7PxxXuAw6vq1r57vYNm047XAi+k2ZV3O+A5VfW7ts+Pe+5nRpKN2/c7A/sD14/505LGydy5c1m8ePHYHSVJkiRJmqKm0ky8+6mqs/uaflJVs1bj1MOBV9GEfR+qqp/1HX/J6m5skeQk4KHA37eHLwC+mOR4ml1kh0wDfkQT9q2k2bzitpGu0e5M+8Ek561GgHki8MYkf6QJEc+oqlvGOEeSJEmSJEmTJE3Wo0FJshPw26q6e8zOHTMnqYWDLmIq8/euJEmSJEnrhSSLRnpU2+pa5+W0SR6yrmNMZVW1dH0M8CRJkiRJkjR5xgzxklyd5ItJ/qKnbeskr0zyC+D8Ca1QkiRJkiRJmuJWZybeTODzwBlJdkjyRuB/gMOAlwCHTGB9kiRJkiRJ0pS3OhtbVFW9l2bH1S2ArYGDquq6iS1NkiRJkiRJEqzB7rRJTqeZlRfgn5L0Hl4JfL6qLh7f8iRJkiRJkiSNGOIlOQj4SU/T94AtgKIJ8nptC3ys/VVTxYEHwkL3p5UkSZIkSZpoo83EezbNs/C2SrJVVX0iyabAmcAngcuqahVAmml5b57waiVJkiRJkqQpaMSNLarqVcD+wPuAnyd5GbApcAPwFuDXSd6S5CHtOH878eVKkiRJkiRJU8+IIV6SXYGTquoVwOOAecAfgXcCnwKeBmwMfBagqv5zwquVJEmSJEmSpqDRltPeDvw1QFVdm2Tjqvp9ki8ANwLfqyofiCZJkiRJkiRNsBFDvKq6M8mmSS6m2chix/b9bJoZeF/u26GWqjp8IouVJEmSJEmSpqLRZuIB3ESzkcWNwFdpNrTYGpgFvJdmWe2qiSxQkiRJkiRJmupGfCZe61fA76rqZ8Afq+rsqjoY+BvgCcDHgJlVdU1VXTOxpUqSJEmSJElT01gz8V5UVbe3748eaqyq7wGHJzkAeECSh1bV9RNVpCRJkiRJkjSVjRXindn73LskDwRuA1ZV1TeBJwJzgIcl+UVVHTlhlUqSJEmSJElT1Fgh3tOAFwCbA+8DTgP2AN6V5ICqeitAmqTvxgmsU5IkSZIkSZqyxnom3h+q6mLgEuD3VXV9VX0V+CLw6qFOVVXA7yeuTEmSJEmSJGnqGivEqxHevx54TpKdAZLMoJmtJ0mSJEmSJGmcjRXi5X4NyTuBXwMPA65NcjvwG+Di8S9PkiRJkiRJ0ljPxKv7NVS9HHj5xJQjSZIkSZIkqd9YId4uSW6jmZG3dfv+buAOYAnwQ+AbwOeq6p4JrVSSJEmSJEmaokYN8arqfsttk0wDtgF2BA4AjgDek+Qs4N+r6o8TUagkSZIkSZI0VY0a4iW5Ath5pMM0G9M+JMmDgDcB29M8L0+SJEmSJEnSOBlrOe1uwF7t+wA/Ax7e8/lqgKr6NXDcRBQoSZIkSZIkTXVjhXgAj+Z/d6ndtO/zZkkeXVXfmYjiJEmSJEmSJI0d4n0GeEnP58uG+XwMYIgnSZIkSZIkTZCxNrZ46WQVIkmSJEmSJGl499t9tleSLZMsSHJLkiVJTp6swiRJkiRJkiQ1xlpO+2/An9EsoZ0BnJRkSVV9YMIrkyRJkiRJkgSMHeI9HXhaVf0IIMm1wNmAIZ4kSZIkSZI0SUZdTgs8CPhJz+eFwN4TV44kSZIkSZKkfmPNxNsI2D1Jeto2SbIn8Ke2qvrFRBQnSZIkSZIkaewQL8B19AR2reuBatsLmDb+pUmSJEmSJEmCsUO8PSelCq2fFi2C9Oe7mjRVg65AkiRJkiRNkrFCvOOGaSvgLuAq4JKqunfcq5IkSZIkSZL0J2OFeIeN0L41cDKwOMmTq2rx+JYlSZIkSZIkacioIV5V/cVIx5LMBD4KvBV43jjXJUmSJEmSJKm10dqeWFXLgdcDTx6/ciRJkiRJkiT1W+sQr7UC2Hg8CpEkSZIkSZI0vHUN8Z4LXD0ehUiSJEmSJEka3qjPxEvyohEOzQQOAZ7ZviRJkiRJkiRNkLF2pz15mLYClgPXAo+vqivGvaoOS3JDVe0xUf3X9hxJkiRJkiRtuMbanXbPySqka5JsA3xmmEM7JblsmPYXAgvWoP+zgHvX8BrPqqrb2mOPb9vuAL4OvKSqft13D7OBHwHvqKpX9B07BXhD+/EeYDHwJeCMqlo8zLUlSZIkSZI0IOv6TLwNVlX9FjgB2HeMrvsCJ1TVjWvY/7a1uMZtPW2nVVWA2cA2wAeGOe9Y4Hrg6CTDbUByRTvGTODZwGbAD5IcNEY90ripKhYsWMDs2bMHXYokSZIkSZ011nJawa+AC3s+79v3ebt17L+25wBQVTcleRfw4d72JNOBo4F5wPuBpzL8rD+q6nfA94HjkvwU+HiSh1XV70e6rjQeLrroIt7whjdw++23M326fxxJkiRJkjQS/9U8tgcDz+v5vEXf5wevY/+1PafXdsCSvra/BqYBnwUOB+YyQojX513A64G/Ws3+0lpbtmwZp59+OsuXL+fkk4d7BKckSZIkSQJDvBEleRTNUtXzgN7NO2YBZ/V8fizwmCRbrUV/1vScqvpuT40B/gx4NXBa3y3MBT5WVfck+Qjw1STbV9Uto9132/9a4BEY4mmCzZs3D4D58+cPthBJkiRJkjrOEG9kPwduAr4BnAH8Q9v+dODG9v27gdcCdwJ3r0V/1vIcgNe1L4DvAj8cOpBkO+BpwOPapm/SLNk9Gnjnatz7dJrNLu4nyfHA8QC7rcZAkiRJkiRJWneGeCP7G+A4mp9R7zPq5gNvbt8fAOwMrAS+CjxxDfrPp9mddk2uMb99QbOxxUlJtgX+FrgyyT5V9QuasG4T4CvNZD0ANqeZnTdqiJdkS5pZeD8Y7nhVnQucCzAnqdHGkiRJkiRJ0vhwd9qRXQX8GvggzfPmzgZWVdV8mllqZ7ftH2z7/dca9r9qLa5xVX+RVXV7Vb2HZpbenLZ5LvBWYP+e1xOB/ZPsN8Z9vwa4FrhszJ+QJEmSJEmSJoUz8UY2A/gLmlWjOwMn0DyrDmCf9vPOwIuAhwLvXYv+K9finPton613LLAZ8J0ks4E/B46pqht6ut6Q5Ps0Ad8r+sbYGHgYzU62zwSeWFWrVu/HJEmSJEmSpInmTLyR3Qv8FPhPYBnNUtdb22O3tp+Xtcd/CmQN+9+7Fte4t6e+16VZzroUOAp4ahvazQWurqqfDnNPFwBHt6EdwGPbMe4CPk0zm2//qrp6tX9KkiRJkiRJmnCp8rFmw0nyGuAp/O/z6r7fHvpR+xma59X9iGZG3SXAk9ew/71reo2q6t+FdmDmJLVw0EVMZRvQ79358+dz0kknsXjx4kGXIkmSJEnSuEuyqKrmjN1zlDEM8UaXZCbw+ao6dJhj3wSeVlXL17b/2p7TBYZ4A+bvXUmSJEmS1guGeBooQ7wB8/euJEmSJEnrhfEI8XwmniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHTR90AVqPHXggLFw46CokSZIkSZI2eM7EkyRJUllaOAAAIABJREFUkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6jhDPEmSJEmSJKnjDPEkSZIkSZKkjjPEkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6jhDPEmSJEmSJKnjDPEkSZIkSZKkjjPEkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeOmD7oArccWLYJk0FVMXVWDrkCSJEmSJE0SZ+JJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxw0kxEtyQ5IXj3Ds1CQfbt/vkaSS7NV/bIzxX5Dkp0nuTvLNJA/vObZpkvckuTXJiiQfTbJd3/kbJ3llkktHucZuSX6f5NSeto2SnJHkN0nuTPLhJFv0HN8zycVtXb9M8qJhxt0nyRVJntTX/i/tz6L39Yi+Pg9I8h9J3tTXPuo9J/n3JL9q61qY5PGj/4QlSZIkSZI0mTo3E6+qTqqqY9b02JAkTwHOBl4G7AR8G/hskultlzcABwIHAHsBM4Gzes6fB1wPnAhsNsqlXg9s2tf2KuBZwGOAhwP7Af/ejjsN+DxwDbA98A/AOUkOao/vnuTTwCXAIcNcbzvg3VWVntfP2nOT5GzgWuAIIH3njnrPwA+APwceCHyt/XltMsq9S+OmqliwYAGzZ88edCmSJEmSJHVW50K8cXAMcEFVXVpVvwVeQxNODc0u2w84v6p+WVU30wR++/WcPxOY27YPK8mBwJOBhT1toQkO/7Wqrq+qXwFvAl6QZGPgScCuwKuq6q6q+gxwcXstaEK67wL7jHDZ7YDbRzi2EbASOBi4apjjo95zVZ1fVTdX1Qrgw8DWwDYj3b80Xi666CJmzZrFq1/9apYvXz7ociRJkiRJ6qxBhnjbJPlYkruSXJ/kWIAk85N8ZLgTRjvWYwawauhDVd1DE37t2zadBxzTLtXdCXgJ8NGe/qdV1ddGGrydUfc+4CTgrp5DuwE7A1f0tH0b2Ap4CE3A9r2qurvv+P7tdb/fXnukoG7EEK+q7q2ql1bVz0c4d9R7bu9royS704SeF1TVshHGksbNsmXLOP300znjjDMGXYokSZIkSZ02yBDvFcB8YEeaGWv/keTR4zDuF4DnJXlcki2SvAzYHdiyPf4p4Dbgf4AlNLPjzhp2pOGdCNwD9IeJD2p/vbmnbSgIe0B7/Gbua1l7bHVsB7y9fW7dD5O8YPVLHv2e2+fv3QvcQPOzes0ajC2ttXnz5nHEEUfQTGSVJEmSJEkjGWSI9+Gq+lJV3VlV84FvAM8ch3E/CLwNuBBYCjwCuBq4sz3+XppAb0+aZ+ZdA/zn6gyc5ADg1cCxVVV9h6cNdRumbVX7vj+pmEbPrMExPBXYBNgF+BCwIMmTV/PcUe+5qi5ta9kN+BawKMnOww2U5Ph284uFTtWTJEmSJEmaHIMM8a7v+7yU1Z+VNqJqvLGqHlRVWwEvBR4MXJNkS+BY4DVVdUP7fLh5wBOTjPpU/STb0gRfrxph2eqt7a/b97QNvV/aHt+e+9q+PbY693VnVd1TVbdW1TtoNsB42ljnre49V9Wqqrqpqv4ZWAEcOUId51bVnKqas8PqFC5JkiRJkqR1NsgQrz8D2gf4xQRc56k0s8wuB6bT3PO9PceHZsKNthMtwN/QzGQ7N0klKZrNMl6X5AbgOuAO4LE95xwC/Bq4EVgEzOnb9fUQ4Mq1uCdoZuXdOWavtbvnVdz3eX+SJEmSJEkaoEGGePOSHJRk6ySvBfag2YBhnSTZKcmjkmyW5DHAu4HXV9Xvqmo58GXg1CS7JtkBeBfN8tLvjzZuVS2oqvS+aILB06pqj3YDjQ8Ab0jysCR7Aa8H3t4uvf0cTcj3liTbJTmaZrOLc1bzvo5LsmOSmUleCTwGuGCs88a65yQHJDmhHXvbJG+k2Zn2C6tTlyRJkiRJkibeIEO884B30iwnPQI4vKqWjMO4WwIX0QRm5wFntstPhxwN3ARcRTPzbzPgKVV1b/9Aa+FfgG/SzLr7Fs3y2zMB2l1pn0YzU28JzeYRz6iqG1dz7GfTzPa7kWZW4OFV9ePVPHe0e74D+L/t2NcBjwL+sl12K0mSJEmSpA7I/fdnkFbPnKQWDrqIqWwD+r07f/58TjrpJBYvXjzoUiRJkiRJGndJFlXVnHUawxBPa8sQb8D8vStJkiRJ0nphPEK8QS6nXWtJnjC0uUTf66xB1yZJkiRJkiSNt+mDLmBtVNVlQAZdhyRJkiRJkjQZ1suZeJIkSZIkSdJUYognSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR23Xu5Oq4448EBYuHDQVUiSJEmSJG3wnIknSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRx0wddgNZjixZBMugqJE01VYOuQJIkSZImnTPxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6jhDPEmSJEmSJKnjDPEkSZIkSZKkjjPEkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8QbRZLLkpw6TPspSb65jmPPT/KRdRmjb7y/SrIoye+S/CDJwcP02SfJFUmeNMyxJHlhkh+PV02SpJGdeeaZ7LnnnsyYMYNZs2bxyU9+ctAlSZIkSeowQ7wNQJJ9gc8AbwV2As4DvpBkZnt89ySfBi4BDhnm/OcCPwXeDMycrLolaSrbfffdufzyy7n11ls54YQTOOqoo1i8ePGgy5IkSZLUUYZ467kkAZ4HfKOqLqiqO6rqbcAS4Nltt+2A7wL7jDDMDsC/AK+d6HolSY0jjzyS3Xbbjc0335xjjz2WlStXsnTp0kGXJUmSJKmjDPHWUZJtk3woyW+S/CrJ6UmmJ3l6kj8meUBP38e0y1237Rtj+yTXJFnQhnIk+bskP0tyR5KvJNmzbd8jSSV5cZLFwEXADGBVX2m/AfYFqKrvV9VpVXX7cPdQVe+pqk8BNV4/F0nS2KqKpUuXcsopp3DooYdywAEHDLokSZIkSR01fdAFbAD+E7idZpbbdsDnaWbBvaf99bnA+9q+c4GPVdXtbVZHkhnA54AfAy+qqkoyF/hX4FnAT4B/Az6e5FE9130OMIcmeJsN/EOSI4CLgacCjwV+Md43m+R44HiA3cZ7cEmaQq677jr23ntvAGbNmsWFF17ItGnTBlyVJEmSpK5yJt7YXtfOfPvTC3gDQJIDgUOB46pqWVVdA7wfeHZVrQI+ALyg7bsZcBRwds/Y04ALgd8Cz6+qe9v2VwKnVtV/V9UdwCnAgcDuPee+o6qWVtXNVfVV4B+AtwHLaAK+bwB3jvcPo6rOrao5VTVnh/EeXJKmkL322otVq1axdOlS5s6dy8EHH8xVV1016LIkSZIkdZQh3thOq6r0voA3tsceCmwM3N4T8L0Z2LU9/gHgUUkeAhwB/E9Vfbtn7L8Eng68tqr+2NP+UOCsnjFvbtt37elzfW+RVXV2Ve1ZVZtX1XNpnnN3zbrevCRp4iRhxx135MQTT+Sggw5iwYIFgy5JkiRJUke5nHbd/Aq4G9i6qlb2H6yqJUk+BxwNHMb/LqsdcgmwHPhMkkOr6pc9455SVef3j5lkj/Zt/zPwevvMplne+8U1uhtJ0sBstNFGbLHFFoMuQ5IkSVJHORNv3XwH+CXNrLmdkmyV5C/bZbZDzgaOBR4FfHSYMV7WjnNpkh3btvOAk5PMSbJZkocled5IRSSZkeQv2r6z2/PPqqobx+EeJUnjbMmSJZx++uncdNNNrFixgnPOOYcrr7ySo446atClSZIkSeooQ7x1UFX3AP8H2AW4GrgReC1wV0+3S2mefXdBVd3vGXXts/NeACwFLm53rv034OPAJ4DbgE8Dm49SynSaWX53AF8CPkvzXD1JUgfNmDGDr33ta+y7777ssssunH/++XzlK19hn332GXRpkiRJkjoqVTXoGjZoSR5IM1vv0VW1QT2xfE5SCwddhKSpx/9uSZIkSVrPJFlUVXPWZQyfiTdBkswAZgJvB768oQV4kiRJkiRJmjwup504fw78AtgOePGAa5EkSZIkSdJ6zJl4E6SqrgBmDLoOSZIkSZIkrf+ciSdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHefGFlp7Bx4ICxcOugpJkiRJkqQNnjPxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6jhDPEmSJEmSJKnjDPEkSZIkSZKkjjPEkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6jhDPEmSJEmSJKnjDPEkSZIkSZKkjjPEkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxJEmSJEmSpI4zxJMkSZIkSZI6zhBPkiRJkiRJ6rjpgy5A67FFiyAZdBWSppqqQVcgSZIkSZPOmXiSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4A5Dkv5IcP+g6JEmSJEmStH4wxBuAqnpcVZ07qOsneXKSKwd1fUkSnHnmmey5557MmDGDWbNm8clPfnLQJUmSJEnqMEO8qWl34EGDLkKSprLdd9+dyy+/nFtvvZUTTjiBo446isWLFw+6LEmSJEkdZYg3AEluSPLi9v3cJIuTPL9tvyPJh5Ns2h5/QpJKcmTP8TcmmZXkO0nuSvK1JDv1jH9gkm8muTPJ1UlOTlLtsfnA+4Hd23HnJ/n7JLcm2bbtc2iSFUkeMuk/HEmaIo488kh22203Nt98c4499lhWrlzJ0qVLB12WJEmSpI4yxOuG7YHHAvsDhwPPAub29XkSsB/wEuD1wPnAccAjgF2BEwGSPBD4GnAJsAvwHOD5Q4NU1Vzg74Abqyrt53OBnwAnJ9kIeBfwL1X1i3G/U0nSn1QVS5cu5ZRTTuHQQw/lgAMOGHRJkiRJkjpq+qAL0J+8sqr+AHwrydeA/n/JnVpVvwU+kuSdwKer6kcAST4H7Nv2Owb4VVW9sf28PMmbgI+OdOGqqnajje8A9wArgLOG69v2Ox5gt7W4SUlS47rrrmPvvfcGYNasWVx44YVMmzZtwFVJkiRJ6ipn4nXDLW2AN+RWYMu+Pr1rrFYAv+r5fAewefv+ocBP+85dNlYBVfUz4BPAq4CTq6pG6HduVc2pqjk7jDWoJGlEe+21F6tWrWLp0qXMnTuXgw8+mKuuumrQZUmSJEnqKEO8Dc8tNMtre+3V9/l+AV2SvYFn0gR5r52Y0iRJvZKw4447cuKJJ3LQQQexYMGCQZckSZIkqaMM8TY8nwTmJJmXZMskjwH+sa/PrcCOSXZNskOSacB5NEtojwP2S3Lc5JYtSVPbRhttxBZbbDHoMiRJkiR1lCHeBqaqfgAcDbyMZhntGcCZfd2+DHwDuBZ4Dc3MuwcCp1fVHcA/A29L0j+jT5I0DpYsWcLpp5/OTTfdxIoVKzjnnHO48sorOeqoowZdmiRJkqSOygiPPtMGJMmTgEuqKuM57pykFo7ngJK0OjaA/24tX76cI488koULF1JV7Lfffpx22mkcdthhgy5NkiRJ0gRIsqiq5qzLGO5OK0nSJJs5cyaXXnrpoMuQJEmStB5xOa0kSZIkSZLUcc7EmwKq6lJgXJfSSpIkSZIkafI4E0+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4d6fV2jvwQFi4cNBVSJIkSZIkbfCciSdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHTR90AVqPLVoEyaCrkCRJkiRJG5KqQVfQSc7EkyRJkiRJkjrOEE+SJEmSJEnqOEM8SZIkSZIkqeMM8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxOiLJtCQZdB2SJEmSJEnqHkO8USTZLsmFSTbua/9Zkj2SzE1y9jDnTU+yd8/n65IcOsblHgt8um+cJLk6yTtWo9YHJjl6rH6SJEmSJEla/xjijaKqbgMeCLwGIMmDRuqb5NE9H58DfH4NL3cA8IO+tucB2wJzk+w4xvn3AGcm2X+UGp+S5J4ky3teK5Pc2ddWSaavYf2SJEmSJElqVRULFixg9uzZ9zuW5AFJ/iPJm1Z3PEO8sb0ceFWSg4HvJZnZ3yHJY4CLkkzrOee81b1AkkuBlwDPTnJXkl2SbAu8FTgG+DjwoSQb9Zzz4jZ8uyHJDcD3gd8Dnx5qa1/9gdzlVTVz6AV8E3hmX5skSZIkSZLW0kUXXcSsWbN49atfzfLly//U3q66PBu4FjgCWO1HqxnijaGqfgT8X+B7wGeAVw8d6ul2CnBqVd2b5DDgIOCN7Sy3lcBDgcuGPve8HtAzxltp/sf7LjAduAD4TFVdAvwjsDNwTk9QCPCJqtpjtBfwh/H9iUiSJEmSJGk0y5Yt4/TTT+eMM87oP7QRsBI4GLhqTcY0xFsNVfWpqvoj8BbgJ8AmND9w2vfX0MyUmwF8AHhdVU0fegHXA0/obWtft/ZcZlOaGXwAHwTuAF7WXv8u4EnAI4F39pzznCSLR3u14/Z6XJJbhl40z+L7z742SZIkSZIkraV58+ZxxBFH0L+HaVXdW1Uvraqfr+mYPvdsFEnOB54GfL2qnllV1ydZAbwD+F3b7aHAke0svDNoZr69dS0u9xXgR8Bs4EPAXwPXJLmnPb4FzYy/L/ecc35VHT/GPbwJWNXT9NWq+uue45fRzCK8tKetd5Zh/3jHA8cD7DbmLUmSJEmSJGk8OBNvFFV1NPAMgCTbJDmFZqrjNsBv224PBn6S5F9pnkv37HbW3mpp10EfTLMRxnuARwFfBzYHjquqR1TVI4CLgeVV9av21M2Bu1bjHk6uqqEQbxrruLy2qs6tqjlVNWeHdRlIkiRJkiRJq80Qb/W9HNgHeDZwQ08wdilN8PYI4KvAo/qffcfwz8T7CkBVnQB8i3YZLs0z8e4jzdzLRwJLepq3BFYkedkYS2r/u+ecGcBTkiwdegGH0GzK0dsmSZIkSZKkDjHEW32nVtVzaDatuLz3QFXdSLMRxaOq6qP9z75j+Gfi/VXPEBvTzPCb13fNaUl+CdxCM+vu5iSz2mMPAf4H2Br4QFXt0v+imeG3c8942wJnVdVOQy/gSuC5fW2SJEmSJEnqEEO81VRVq5LsQjNb7n1t8z3ADu1MuUO4b2C2JrYFrgBe1Nd+b1XtBmxfVU+mmfH3r+2x/Wg21FgTQ8GfJEmSJEmS1iOGeGPblWbpKsD5wIKqWtR+/lp7/CbgccBn1nTwJBsDW1bVnVW1eLg+VTW00cSDgV+0YeLDgEXD9R/Fk4DvrGmNkiRJkiRJGix3px1FkqcAb6EJzt4OvBG4bOh4VS0BHt3T/0tJDhthuC/3bytMs5T1Hdw3WNuUZjfZu4FdesYOcBhwEfAG4ItV9Yd2zH9MMneYa04D7m3P/zNgJ0YI/pJsQjOzcHZ7zqrh+kmSJEmSJGn1zJ07l7lz5zJMJkRVPWFNxnIm3uj+BngBcDiwEvgQcEuSW5PckmRZ++tvk9xJs+HFlmvwOhz4W+D9SeYluQbYDLgZ+AjwrqENKoBlwPY0s/1+A7ypp853VNUe/S/gMT19ng6c3bMhx5C723t7JU1w90Pg48P0kyRJkiRJ0oDkf1dqql+SaVV170jHgAAFrKq1/EEm2aKq7mrfZ23HWY3rbAxsXFW/G6VPgGlVtXJ1xpyT1MLxKlCSJEmSJAlgA8yqkiyqqjnrMobLaUcxUoA31rE1vMZdPe8n7FtaVffQLJcdrU/RzMqTJEmSJElSh7icVpIkSZIkSeo4QzxJkiRJkiSp4wzxJEmSJEmSpI4zxJMkSZIkSZI6zo0ttPYOPBAWuj+tJEmSJEnSRHMmniRJkiRJktRxhniSJEmSJElSxxniSZIkSZIkSR1niCdJkiRJkiR1nCGeJEmSJEmS1HGGeJIkSZIkSVLHGeJJkiRJkiRJHWeIJ0mSJEmSJHWcIZ4kSZIkSZLUcYZ4kiRJkiRJUscZ4kmSJEmSJEkdZ4gnSZIkSZIkdZwhniRJkiRJktRxqapB16D1VJIVwDWDrkMagO2BWwZdhDQgfv81Vfnd11Tld19Tmd9/jafdq2qHdRlg+nhVoinpmqqaM+gipMmWZKHffU1Vfv81Vfnd11Tld19Tmd9/dY3LaSVJkiRJkqSOM8STJEmSJEmSOs4QT+vi3EEXIA2I331NZX7/NVX53ddU5XdfU5nff3WKG1tIkiRJkiRJHedMPEmSJEmSJKnjDPG0xpLMSHJOkuVJbk/yjiTTBl2XNNGSzElyRZLfJ7kpyalJ/HNUU0qS9yWpJO5wrykjyewkFye5K8kdSU4YdE3SREuye5IvJPldkiVJ/jVJBl2XNBHSeGGSH/e1H5DkW+3f/3+e5P8MqkYJDPG0dt4OzAYeARwCPAd45UArkibHK4F/A7YFjgCOBV4x0IqkSZRkT+C4QdchTaYkDwUuB74O7AzsDfzXQIuSJscFwGJgJ+Bw4Bjg7wZakTQBkjwX+CnwZmBmT/vWwJeBT9H8/f8dwCeS7DaIOiXwmXhaQ0m2Am4B/rKqrmjbTgReVFWPHGhx0gRLsklV/bHn81uBfarqrwdYljRpknwGWAU8E9i4qlYOuCRpwiW5CLi3qp4/6FqkyZTkLuDgqvpR+/ltwKZVNW+wlUnjK8k84Nc0Ad6bqmqXtv3vgX+uqr17+v4EOK+q3jyQYjXlORNPa+rPab433+5p+zbw8CSbDaYkaXL0Bnit3YDbB1GLNNmSPB14OPDeQdciTZYkmwLPwN0JNTXNB16RZJskf0bzf+B8bLAlSeOvqt5TVZ8C+mc4HQxc0df2bWD/SSlMGoYhntbUg4Db+mZfLAMCbDeYkqTJl+QZNEtqPzjoWqSJlmQ74Gzg5cA9Ay5HmkwPAzYB9kpyXZIVSb6cZI/BliVNilOBvwKWAz+kCTO+MdCKpMn1IODmvrZlwAMGUIsEGOJpzU2jCez626BZYiVt0NqH3r4OuAj4p6q6dNA1SZPgbOBLVfWVQRciTbKt21+fCBxK8zy8VTTPCpM2WEk2Br4KfJrmWWD7Ao8CXjfIuqRJNtK/ff13rwbGneW0pm4FtkuyUVUN/eG1Pc3MjFsHV5Y08ZLMAC4EDgSeUlVfH3BJ0oRL8o/AfjTfe2mq+U376ylVtRQgyRuBbyXZpqp+O7jSpAn1JGBPYL+qugdY3n73300zQ0+aCm6l+bdur+2BpQOoRQKciac1932a781BPW2HAAvb/8BLG7L3AbsA+xvgaQp5Oc2SwhVJimaHToB7kswdWFXS5PglsIJmJtKQacBK4PcDqUiaHJvSzDbqnXFUgM/A1lSyiObfur0OAa4cQC0SYIinNdT+v9CfAt6SZJckf07zD7y3DbYyaWIl2RY4BphXVbcMuh5pslTVnlWVoRfwF+2hjatq/gBLkyZcVf0BOIfm7z27JnkwzSyki9pj0obqq8CdwJvbjS0eCZyES8k1tXwY2CXJiUm2TfLPwFb4+0ADZIintfF3NMtLrgU+B5xWVZ8YbEnShNuF5s/M/05Sfa+Zgy5OkjRhTgauBn4MfA/4OXDCQCuSJlhVraBZUnsAsAS4nCbYe/kg65ImU1Utodmh/FiaJbRH0jxSZ8VAC9OUlqr+XZQlSZIkSZIkdYkz8SRJkiRJkqSOM8STJEmSJEmSOs4QT5IkSZIkSeo4QzxJkiRJkiSp4wzxJEmSpLWQZNNB1yBJkqYOQzxJkiSNuyTbJJnd8/knSQ4bpf9WSZ48TPszkjxwmPZ9kryXFVHVAAAGi0lEQVRwLWu7tLe2UfptmuRv2vcXJnlKki2THNl2+USS569NDZIkSWvKEE+SJEkT4RjgrL62e0fpvxnwkSQPGWpIsjFwHpBh+t8NvDPJg9u+85PclmRxz2tZkkt7xntt7wBJNklyXftakuR3PZ8/C0wDzkzy+J7TzgL2SzINOAy4YqwfhCRJ0niYPugCJEmStEF6EfChns8bASv7OyU5BBgK7i4Dnp/kRuBm4I/AtVV1c/95VfWLJC8Fft/T/LKq+kjP2E8ATuo5Pg84o31/BvDrqtqr7fsaYMeqekVffcf11L0x8BvgFODA9vNTkz9ljIur6vP9tUqSJI0HQzxJkiSNqyRHAPsD/57k39vmTYBvJKmerncCxwN7tZ+vpgnG9qL5e+phwK5JrmvbdwYuALYCDmnPeXuSf+i7/sqqGuvvua+tqh8neRnwMmAH4A9Jnt4ePxp4MvCC9vODgMcCdwHbApsD/w3s0tZzHPDSMa4pSZK01lxOK0mSpHGTZGvg3cALqmqzoRfwK+CA3raq2r6qPgl8AZhdVacAOwIXA98BXgi8o50t9wJgUVW9sKqeVVU7AY+jWWr7rdWo6xnA5kleTBPIPat9vxtwdlVtA+zcXutnwIyqOpVmxt0VNEuBvwMcCbwdeF5bz0k0S35/XlXz1/XnJ0mSNBJDPEmSJI2nAl5RVR/ta9+aZubdfSTZgiYEe3/b9B/Ax4HXAv8FPLJtfzhwfc9504EPA++uqht62jdhmGW7NGHcF4EnAN8DHta+36w9bw/gh321PY9mtt0lwFfaej5AM+vuPJrZhgD7AT8d5pqSJEnjxuW0kiRJGk9vA45J8uG+9k2Bn/c8P27IfwOfpAnKAG4H/g34CU1oN/SMuT8DFgG0m0qcD+wDHNU33hb/v717C5WyCsM4/n+UyCQtjERCkCzoCBEIHW6EDMoISYKkICxCKYoKaYNiihR1kURGCAVehFKYEWIESWUYWdKJQgUVzEqtNhJhelHZ4e1ifcI0bEtsC5v4/25mz1prZn3M1eZhvevl7/fkAVBVS5NMqqrBJLuAq6vqUJJlvcv6PvYDraR2BvAF8CLwAu303+/AgSTjujWb+/eUJEkaTp7EkyRJ0rCpqnl9JbNjgEdowdqSIebuBbYBr3bdaFcAqap3q+obYHySabSwblO3zUpgFi1IW59kbs8jXAQcSXJW73N1J/c+TjKpZ2w5MLF7O1T4Nwd4j3ZK8AHgI1qYd0NV/Qa8DwwANwHrT+4XkyRJOjGGeJIkSTplutBsIS10uy/JBb3zVbUbWAccpp1muxR4vmfJKlrp6sGq2taNfQBcRQvxptOCuEHgEK1sdhzwLK0JxVfdZ24DtlbVYPf+TuAa2mk7gMuB7/uebR4txFtWVZOBK7upY2W3TwFLgNeq6uCJ/iaSJEknw3JaSZIknRJJJgNvAmuq6u0ki4BNSW6uqh3H1lVVJRkA9tJKZnvLWtcCj9E6yB5bvybJmd3fh4Hl3X6jgO3Ay8DYqvokyedJnqOV8z7efcW33ffNoDXHOEo7aTfY3an3GfBjWu3vPuCubnwasLqqjgWDF3evE5KMrqo//utvJkmSdDyexJMkSdKwSnJ6kvtpgdrrVbUIoKpeAZYCW5I8nWRKt34ssIF239yfwEtJRicZQzuJtxNY2DWf+CcP0RpMfNgzNg6YXVXzaXfyPQpMAmZW1T5aw4rbaU033gI+BXZW1bZqnqCFf4uB64Bzk5yT5A7aab+ZwBRgbX8JryRJ0nAyxJMkSdKwSXIPcACYD9xSVYt756tqNe1E21TgyyTraM0tdlTVADCbVuJ6IfAOrST2ClrH2q1Jrh9iz1FJHgZuBeYBvwJnd9OXAfuS3E1rlHE+ranFniRPAruAPd2zrur2fzDJuiQLk+wG5gLXdp/9iXYP3jPArKraCNwInEcr+5UkSTolUtXfhEuSJEk6OUmm0jrJbqh/+Uezux9vBbCxqlb2zW0GdgALqupoNzYATKuqOV057de0sO8NYAvt7rpfkkyk3a83HhgLLKCdCjxaVdt79pgO7K2q/X17j6aFjBOA/VX1Xd/8JcCRqjrQM3YaMKn/uyRJkoaLIZ4kSZJGnCRnVNXPQ4ynPxw83lpJkqT/E0M8SZIkSZIkaYTzTjxJkiRJkiRphDPEkyRJkiRJkkY4QzxJkiRJkiRphDPEkyRJkiRJkkY4QzxJkiRJkiRphDPEkyRJkiRJkka4vwCCttbtcYY5sAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制失效视频最多的up的表格\n",
    "for likes in likes_list:\n",
    "    plt.figure(figsize = (19.80, 10.24))\n",
    "    df = pd.read_csv('./' + likes + '.csv')\n",
    "    up = df[df['title'] == '已失效视频']['up'].value_counts()[:10]\n",
    "    up_plot = up.plot(kind = \"barh\", title = likes + '中视频失效最多的UP', color = 'red')\n",
    "    for i in range(len(up)):\n",
    "        up_plot.text(up[i] + 0.5, i - 0.1, up[i])\n",
    "    plt.xlabel(\"失效视频数\")\n",
    "    plt.ylabel(\"UP昵称\")\n",
    "    plt.savefig('./images_unusable/' + likes + '.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制所有收藏夹失效视频的数量\n",
    "likes_dict = {}\n",
    "for likes in likes_list:\n",
    "    df = pd.read_csv(\"./\" + likes + '.csv')\n",
    "    likes_dict[likes] =df['title'].value_counts()['已失效视频']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_list = sorted(likes_dict.items(), key = lambda item: item[1], reverse=True)\n",
    "sorted_dict = {i[0] : i[1] for i in sorted_list}\n",
    "plt.figure(figsize = (19.80, 10.24))\n",
    "img = pd.Series(sorted_dict).plot(kind = 'bar', title = '收藏夹失效视频一览')\n",
    "for i in range(len(sorted_list)):\n",
    "    img.text(i - 0.1, sorted_list[i][1] + 5, sorted_list[i][1])\n",
    "plt.xlabel(\"收藏夹\")\n",
    "plt.ylabel(\"失效视频数\")\n",
    "plt.savefig('./images_unusable/收藏夹失效一览.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制单张失效视频最多的UP表\n",
    "up_dict = {}\n",
    "for likes in likes_list:\n",
    "    df = pd.read_csv('./' + likes + '.csv')\n",
    "    up = df[df['title'] == '已失效视频']['up'].value_counts()[:10]\n",
    "    # 将Series转成字典，然后把所有up的失效数统计起来\n",
    "    temp_dict = dict(up)\n",
    "    for i in temp_dict.keys():\n",
    "        if i not in up_dict: up_dict[i] = 0\n",
    "        up_dict[i] += temp_dict[i];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_list = sorted(up_dict.items(), key = lambda item: item[1], reverse=True)\n",
    "sorted_dict = {i[0] : i[1] for i in sorted_list}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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V/6LAmsDDEdErIrr+G3wjM1eqX8AfATJz68xcvKcLOAS4trofOtd+YfOAzOT8889nvfXWe9uzs88+m7XXXpvFFluMVVZZhaeeeqoDI5QkSZIkSQuiXp0ewDxoJPAS0LdrxlpETAbWzMwJ9YoREZl5S0SsBXwMOC0iNq0e/w14A7g3IsYCqwGXAT8FtgNeoAR4p8/5T1pwXXrppYwePZqJEyfSq9f0f51PPvlkTjnlFC688EI22WQTHnzwQfr169ehkUqSJEmSpAWNwVpNRCwHHANs2bIMtA/wZpsmx0bESsBhlBlpk2vP9gEmAldW928Ct2TmtRFxE3AwsBfwPLA88M2I+EJL/yvWxrYjcGbLOPoAO2bmbbPynQuSZ555huOPP54XXniBr3/962+VP/fccxx11FFceeWVDB1aJvANGjSoU8OUJEmSJEkLIJeC1mTm88DQzLy3qywiegO9gdfbNPlv4EXgl5k5mRKs9auu3sBitfsXM/OVqt37gIeAdwBdaxO/mZkr1y/gvygz26j6+n3L8weq9yy0Dj74YHbccUdaz5m45pprGDBgAFtvvXWHRiZJkiRJkhZ0zliriYivAl/t5jDQCW3Kj8jMIyKib0R8Ddi59uxdlNllb238FRGXAOcBz2XmmxGxBmXJ6CDgjYjYAXglM28AyMyzZs+XvfX+A4ADAFaZnR3Pg+677z7WXHNNDjvsMM477zz69evH3nvvzTHHHMMii5gnS5IkSZKkf58JQ01mHp+Z/eoXMApIYGTrs8w8OyLWBbbIzOMycwPgKuCKzByQme+mHEBwUmZukJknABsBd1WHFqwFPAgsQ9nXbQNgHYCI+M+I+ENELD0bv+/szBycmYNXnHH1+dpLL73E7bffzqBBg3j66ae59NJL+cEPfsA555zT6aFJkiRJkqQFhMFaDyJiScr+aQcAX+8m5PoUsGNELBYRF1LCsj0j4sKIuA4YDnysul+EMottY8ppovdm5uvAAOCZqr+lIuIs4FvAlzPzpdq7to+ICV0X8KHZ/9ULhgEDBjBw4ED23XdfllxySYYMGcLw4cMZM2ZMp4cmSZIkSZIWEAZr3aj2VrsU+J/MPBe4HrguIpZqqboV8HvKCaCjgC8CW1L2W/sjZT+1UcCozJyWmWMoe7OdB3SlPB8EuvZ1O7RqtzHwl4g4uCqfRpkJt1Lt6pOZN83eL18wrLvuukycOHG6sqlTp3oqqCRJkiRJmm0M1tqIiI2BcZSwbL+q+AjgUUrYtUtELBIRSwCbU4K16ygng3Zdn6acDPpWWUR0nRD6d2AC8MWI2Afok5ldhxgcn5lnZeY0yqmgewNk5qWZufuc/O4FyU477cTLL7/MiSeeyKRJk/jd737HxRdfzJ577tnpoUmSJEmSpAWEhxfURMSnKUs/BwFfy8wzup5VQdf/i4jdgVOAUynLNR/NzAnAJ1r6+i4wITO/21K+JnABsAuwNLA/cFH1eAqwXK36e/nXqaHtxrs8sDjwGrApZZacgD59+nDttdcycuRIRo8ezeqrr86ZZ57pKaGSJEmSJGm2iczs9BjmGRGxHSVUOz0zX+ihXm9gR8p+aktm5qg2dboL1q4DfpKZl0XE6pSZcetk5oRqptx1wMtV9cWBgzPz8m7GsT9wFhCUGXA7Z+atM/OtgyNy7MxUnBf4d1SSJEmSJHVIRIzLzMFtnxmszV0R0Scz36jd/0dm/m1uj8NgTZIkSZIkacZ6CtbcY20uq4dq1f1cD9UkSZIkSZL07zNYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFhbWG24IWTOH5ckSZIkSdI8yGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWqgV6cHoA4ZNw4iOj2K2SOz0yOQJEmSJEkLIWesSZIkSZIkSQ0YrEmSJEmSJEkNGKxJkiRJkiRJDRisSZIkSZIkSQ0YrEmSJEmSJEkNGKxJkiRJkiRJDRisSZIkSZIkSQ0YrM2HIqJPp8cgSZIkSZK0sJsngrWIWDEiVuvmWrSbNiMjYpvazzvN4B1jI2LTOTH+lvcsHhErRcTAiNgqInaLiMMiYtc2dUdFxBIz2e+WEdGvun2gKls0IsZExF6z8RMkSZIkSZI0E+Z6sFaFTpMj4q8R8XREfB44BLgYOK923Qn8BXhHRPyzCsYeiIifRMRY4CvAabWfT6zqnDULYzk+Ivau3a8aEddFxCvV2I6OiJhBH9+JiEeqMT4D/B/wOHAq8DngI8CK3TR/H7Br1c8aEfFYdU2JiCdr90sA6wPjImKdqn4f4MfAasCh1bePjYgXI+IbM/s7WBhkJueffz7rrbfedOUXXngh66yzDn379mXIkCE8+OCDHRqhJEmSJEmaH/Xq0HtvzcxtImIEsGxmjo6IFYGVgNOAPYCXgM8D04BLM/OQiLgqM/eOiO8DY4BHMvOvEfEh4OXM/FPXCyJie+Ck2jtXBn4REa9X988B7wb+s1bnYuDeahyrAtcA44Gze/iWY4HjgJcyc1pErFZ931btKkfE+sBFQAAJbBwRXwDuyczVqiDvRWDNzHy91vR7EXEnsB6wJHAW8CxwCXA+MBkYXX3X93oY70Ll0ksvZfTo0UycOJFevf71133MmDGMHDmSq666io022oijjz6aT33qU9x///3T1ZMkSZIkSerOvLAUtFdEbAv8CvgjJXSaSgmz1qF9+HcPcCDQOyJuBb4NnBERD3UtCc3MqzNzza4LuA/YGfhA9Z4pwCaZ+Zdav4OA0zPzpcy8F7iyKutWZr6YmS9k5rTu6kSxQkREZv4ZGAK8CQwGtgL6APtGxNbAXsCrwMcjYoeIWDsilo2Ic4GfU4LAadX3HwUsQVkaegtwN7BNZr7Y05gXJs888wzHH3883/rWt6Yrv+CCC9htt90YNmwYyyyzDCeccAL//Oc/ufnmmzs0UkmSJEmSNL/p1NSczSLiH8ALwAmUgKk3sC9l5tW6wNPApymh2ZZVsPSeiNgSuAP4B2VW2XnAhMy8tpoBR0ScCHym5Z0rA78A+gLLU5Zr3lyt9PxNZh5Y9XV4RBxe9b0DMKKnD4mI9YC1Kcs9VwTeCywfEb+t7gcAy1Jmoa0BTM7MFyLiRmAjYEvgosx8LSLOBi4Ezql+J+tTQsD/Bn4HHJaZL0fETcAqwHXAbZTlpNdl5tSexrowOvjggwE477zzpit/9dVX6dev31v3vXv3pn///tx7771stVXbyYaSJEmSJEnT6USw9jzwUWBP4CrgZmA74OvAdylLQFcFjqEsCb0KeKi635gyU2sxYBdK8PQasHJEPAaMA27JzC8DX+56YUSsDRxNmd31jcz8YzdjOxYYSwn8oIRct8zgez4ObAg8U10PAy9X73sG+CfwXGZmbTwPA68D21RFi0TEKgCZeVREfA+4rOprNWAf4HDgq7Ut366o+hhcXcfXt4PLzOk3FCvvPQA4AEoqtzD75Cc/yRFHHMHuu+/OhhtuyI9+9CMef/xxJk+e3OmhSZIkSZKk+UQngrWPAl2ncx5I2dx/E+BaYD9gKeCzQD/KUsdNKXuhBSWAW4oSSH2mKh8MrJ2Zp3fNWOsSERtRDkbYnbL08nHgoloAdV1mHlnV7Q38lhLkfY0yw+2y6udju/uYzPxOyztXA0Zm5ozWFG5IWQI6khISHgLcXz1bhjKDr+sdPwJ+VHtHL+DezHx/9c0rZ2a3Y6z1czbVfnGDI3IG1Rdo++yzD+PHj2f48OFMmjSJPffck/e///3TzWKTJEmSJEnqSad3ae8D/F9mHg0QEccA+9ZCqUsiYhtKyLQIJUSbBvQHLgeupwRwS0TEcOBnwOSI2I8SVL0PeCgz3/ad1V5sO9WKhgGrA4My803ghYj4b+D7wLFVn+fU6u+ZmRe2+abelH3jNgbe2XI9npnHVfVGAgdXfX6acpBBlyUoS2Lr4/0I5aCCJ6rvXy4i7qAsN+1T7VO3KDAtMzdpMy7VRASjR49m9OjRAEybNo3ll1+etdZaq8MjkyRJkiRJ84tOH17wPeDRiLgvIu4D/gr8MCIerJX9R1V3SmYeRVlaeTHwBvBDypLI3wOnVmUAGwC/BralHFIwMxajhHb1QwgSWBwgM8/NzKhdF0bE+yPigoi4sRrvc8CfKXu4nUJZyroOZbnqbcANVb+LAj+lBIVvVGP9QO29q1FOI61bBPgD8B3KEtDPZOamwJcoM/EuBc6ovkOz6Fe/+hVTp05l6NChnR6KJEmSJEmaT3R6xhrAnzJzvYjYCvgqZTbWo8AJmXlTNWNtZSinazL9mF+mnKD5OmWG1zIAmXlIVX8wsE5E3NPmvcsAd9buf1v1cWI1c+5dlKWoF/cw9hcps+aerq6ngOWAWzNz89bKEXF4RNxLOUDhU8A3KaegfpSyxPWuiHgP8H5KoPcPpg8/p1XPdsrMh6qyqyjhYT/Knm6aCRMmTODJJ59k4MCB3H333Rx66KEcffTRLLHEEp0emiRJkiRJmk90IljbgLJH2jKUvdSejIgvUZZEfoRyeMC+lBM7DwIGAh8D1qMER7+mzGwDGAUsSQmqNgTurZ7XPZCZg1sH0boUNDMnRcQwysy3pykh28XAV7r7kMx8ihKM1ftdrl3dal+04yhLWJ+lBHJXUGat/RY4jXIC6XXAT4CbgMMz88e1boZRzh3Ypn5QQc28EJTOFyZPnswuu+zC3//+d1ZddVWOPPJIDjnkkE4PS5IkSZIkzUc6EcS8AlwJ/BG4B/gcZVnkdpk5PiLIzL9HxPaUkOlRyqytYymHCXSFYZOArTLzpa6OI+JzwNSW960bEX/l7Zai5cTPzLwX2Orf/L7XgKUjok9mvlEr35ESCO4C3EgJDL9ECQV3osx0+1/gF5n5zYg4G/hlRKxPmdkGcENm7tHdiyNihapvtRgxYgQjRox4637NNdfk0Ucf7dyAJEmSJEnSfG+uB2uZeVr9PiJuBy7MzMda6t0fEZsCq2bmnbX6Xc8Pr5UNpRwysDjwny2vvH9mZqzNLpk5ISJ+D/wjIl6vintRlmvuR9kP7VXKrLzvZOZvqvF8DfhaZl5V9XNf9f17ZWZW3/2x6sCC7jhjTZIkSZIkaS6JzJxxrflAREQuKB8zFwyOyLGdHsTs4n92SZIkSZI0h0TEuHaTtqDzp4LONoZqkiRJkiRJmpsWmGBNkiRJkiRJmpsM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1hZWG25YTtNcEC5JkiRJkqQOMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIaMFiTJEmSJEmSGjBYkyRJkiRJkhowWJMkSZIkSZIa6NXpAahDxo2DiE6PorMyOz0CSZIkSZI0H3PGmiRJkiRJktSAwZokSZIkSZLUgMGaJEmSJEmS1IDBmiRJkiRJktSAwZokSZIkSZLUgMGaJEmSJEmS1IDBmiRJkiRJktSAwZokSZIkSZLUgMHabBARB0TEuS1le0TEZZ0akyYMSTIAACAASURBVCRJkiRJkuasuR6sRcQ3ImLKLFwvR8SEWbg+3+AdZ0TEf3fzLLsp/1Hts/YCrm/51D2AP7T5/sER8XpEjK++7ciIeKGH63+rdutV7+3p26dExHpz7r/ewmPs2LFsvvnmLL744rznPe/hqKOOYtq0adPVmTx5MgMGDGCPPfbo0CglSZIkSVIn9ZrbL8zMo4GjW8sj4rfAc5m5S7t2EbEh8JPMXL9WthMwPDN3atNklt8BjG6p3w+YBPTPzElt+vsIcAWwPLB2RJwFXAycAAwDPhIRx9ea7AhMBG7PzC0i4hbg7sxctk3f2wL7ZeYOteKHM3PtbsZORPy1u2eaNSeddBKjRo1i2LBh3H///Wy//fb079+fI4888q06p556Ks8880wHRylJkiRJkjppnlgKGhH7AkNpCbZafIoSYvXUT7dB4cy8IyIWj4ilakV9qj+n1OosGxEDas8fAPoC7waOApYCvgb8MDOXyMx+mdkPeAiYVutnGeB9tJnVps47//zz2W677ejbty+DBw9mt91248Ybb3zr+fjx4zn99NMZNmxYB0cpSZIkSZI6aa7PWGsVEe8HTgbOycy/dFNnUcpyy14RsR+wBHAdcHWtzmLALyPix5l5yay+o/JlYH3gM9V93+rPqbU6pwGvAQdU99My87XqPVOAJSkB3oda+u4FvFG73xoYk5lTIuJMYGfgVaA/sGs341szIib0MP4VenimWdCnT5/p7p944gn69+//1v1hhx3GwQcfzCOPPMKUKVNam0uSJEmSpIVAR2esRUR/Sjj2FLBvRCwVEbtXQVrdbsCfMnPlzFyZEm49UOtnceBySjA13ay2WXgHwHeA9SLi4Oq+a2bah6q+dgU+SgnguvMysBZwSUR8oFbeC3i9dv9B4G+1+89V3/aLHvp+ODNX6u4CHu6hbdchC2MjYqwLGGfe1VdfzZVXXsk+++wDwCWXXMI999zDF77whQ6PTJIkSZIkdVLHgrUq8LqBMhvsE0Bv4B3AF4A7I2JQVW9J4BjgpFrzjwJd6/L6Vz+/BHwmM9+aFTaz7+iSma8A+wK7R0QAm1DCsD2r+4OBXTNzYq3Z5hHxbEQ8C5xS9fMG8H3gqojomkXWm+lnrJ0M7BMRK87M7ysz7wPWrZdFxOSWgHDdql53fZydmYMzc/BMvXQhl5kcd9xx7LLLLpx88skMGzaMJ598kkMPPZQf//jH9O3bd8adSJIkSZKkBVZHgrWIWBn4PWXT/2FA1wSqCcBGlFln/xMRxwHHAjcDR1QnaK4NvBcYV7X5KGWfst0zc0qTd1TLSAHIzFuBIZmZwAjgQGAHyn5oQzPztpbPuS0zV8jMFYDDa/1cRgn8flgV9aY2Yy0znwHGAO0OXmj9fY2KiBeA52qnhb5JWXb6aldZ7fmoGfWpnr366qvssMMO/PCHP2TMmDEceuihvPHGG+y8884ccMABDB06tNNDlCRJkiRJHTbX91iLiI8BFwJ/BP4zM5+pTt8EoArHjo+IXwMXAUsD6wDLAtcDRwAnZua0MomM6zLzq1XffSlh4ZBZfMcqwJ6159MiYgQllPspZabYT4HNqR1kMBMOp8yoA1icEqwtWXv+OLBq9fM5EXE6sAxwWb2TzDyBctIo1XcOAc6sxvUgsG9m/u8sjEszcOCBBzJ+/HjuueceVlihTDq8/fbbufPOO7nzzjs5/vjjp6v/s5/9jJLFSpIkSZKkhUUnZqx9mLJM8uPVrK22MnMcZR+yDTNzYmY+CnyTcrLm2bWqr9V+HkiZvTar75huz7SI2Iayj9tnM3Mq5bTP3pTDEZZ6W0fd9/9SZj5e3fatjXXliPgBMJIS/gHsX+2V1jczr+2uz4j4T+BnwGeror2ASyPC4ylnk4kTJ3LBBRdwxhlnvBWqAQwdOpTMnO7aa6+92H333Q3VJEmSJElaCM31GWuZedQs1H2ZchgAEbE+Jez6VNcpnG2sAjz1b7yjL/AV4PPAiMy8q6rzWkR8CvgVcHtEHJmZv666+HBETK5+7gVcUvXVq2tpakQsAvQDXqnqPQ38GbgmM8dExK1AVx9tRURv4GvA/tXv4M/VjL0/U04xvSYizgWOq+8zp1k3fvx4pk2bxmabbfa2ZxMnTmTZZZftwKgkSZIkSdK8Zq4Ha01ExBbAxcAXMvOO2qPJwCoR0fUdn+ZfM8Bm9R17UpZb/oOyl9rd9eeZOb5agnkacH1EnEoJ2m7JzC2qPvajLEMFOCwinqfMLtsaeCkzX6jCsKmZeWat76eq9r0pS0UnARtQDmQgInYAvg2MBzbqql9rPy4iNqIsf30gIkZVe7ypgYEDB870DLTzzjtvzg5GkiRJkiTNs+b5YC0iPkNZ+jkiM3/Z8vhWyhLNV4AE/ko58bOJu4AvARdlN6lKZr4EjIiI7wFPUsKv7rwC/Bj4EWUJ6OE91O2yNPBPyhLdp4FdqvIXgGMy84LuGlZh20cjYnfg+Zl4lyRJkiRJkv4NMa/vDVXtafauzHyw02NpVc0wWyIzX+zm+aKUvdVeycxpc3VwMzA4Isd2ehCdNo//3ZckSZIkSZ0XEeMyc3C7Z/P8jLXMnEQ5+XKek5lvAm1Dter5VGawd5okSZIkSZLmT504FVSSJEmSJEma7xmsSZIkSZIkSQ0YrEmSJEmSJEkNGKxJkiRJkiRJDczzhxdoDtlwQxi70J8LKkmSJEmS1Jgz1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBgzWJEmSJEmSpAZ6dXoA6pBx4yCi06OY92R2egSSJEmSJGk+4Yw1SZIkSZIkqQGDNUmSJEmSJKkBgzVJkiRJkiSpAYM1SZIkSZIkqQGDNUmSJEmSJKkBgzVJkiRJkiSpAYM1SZIkSZIkqYEFPliLiP4RcWXtfrmI+FtE9JmJtgMiImembpu2q0XEGxGxdQ/Pn4yILWaxz1lqI0mSJEmSpDkjMrPTY5ijImJ/YH3gRWAHYElgAPBovV5mrtem7UrA00DvzJwyi++9BPgI8Ajwkaz9oiNiIHAF8DzwZq3ZGsADmblVm/5muU1PBkfk2FlpsLBYwP9/kCRJkiRJsyYixmXm4HbPFvgZa8DngHOBlYGjgF8CuwCfpIRem1bP2un6/Uxr9zAi1o6I1yLiserP9aryPYGtgI2AJYAv19rsA9wK9AVeBaZU1zRgRWDpiLipujZr2kaz39ixY9l8881ZfPHFec973sNRRx3FtGn/+qtx9tlns/baa7PYYouxyiqr8NRTT3VwtJIkSZIkaU7r1ekBzEkRsSXQKzP/FBFdxccBtwCrAAdk5uTas7d1AZCZbYO1yh2ZuUVE3FS98xPAGcC2mfn3iNgJuD0insvMc6p3HwR8AvhOrZ9fAfX084vA8tXPTdpoNjvppJMYNWoUw4YN4/7772f77benf//+HHnkkZx88smccsopXHjhhWyyySY8+OCD9OvXr9NDliRJkiRJc9ACG6xFScu+BUyoFS9GWU75E+BO4Du1QOx04OBu+mq3PvB84ISWss9SZsh9OjP/AJCZj0bEMGBMRKycmaMjYi3KLLktam0Xb7l/axZdZv5tVtto9jv//PPp06dstzd48GB22203brzxRkaMGMFRRx3FlVdeydChQwEYNGhQJ4cqSZIkSZLmggU2WKMEXGtRArQu3wZeA3avrkUps76WysxDgEPqHUTEh4E/AO/OzLet64uItVuKbgHOA37XZhbctpR93rqsQdnzrcsSLfdrtPmmJm00m3SFal2eeOIJ+vfvzzXXXMOAAQPYeuu251RIkiRJkqQF1IIcrG0FfAn4THX/HeAJ4MXMPAkgIg4E3gHc3U0fm1D2MvsYZZbbjDyZmQ/Rw8yxiHg/5ff+NeDxHvpaFehV1WdW22TmX9q8+wDgACjrYNXc1VdfzZVXXsn111/P9ddfz5prrslhhx3GeeedR79+/dh777055phjWGSRhWEbQ0mSJEmSFk4LcrA2gnJ4ABGxLnAm5YTP30bEDpl5FXAR8BXghxHRJzN/0dW4Wkq6J3AkcCAzF6wREUOAIW0e3ZqZt1JmlXXNdHvnDLp7JyXYo0GbtwVrmXk2cDaUU0Fn0I/ayEyOP/54jj76aE4++WSGDRvGz3/+c26//XZ22203nn76ae6++2622247VlllFT73uc91esiSJEmSJGkOWWCDtcx8ubYc8zXgFMopn+cC/4yIb1bPlqccDDC2pYu9KEtFvw/sFBF7Z+bMhGvDgEHAr2tlH6Psh3ZrZl5b7es2Zib6+mRmvgjQpI1mr1dffZXhw4czbtw4xowZw5ZbbgnAgAEDGDhwIPvuuy8AQ4YMYfjw4YwZM8ZgTZIkSZKkBdgCG6y1eAIYCXwceBAYlpmTIuI4yqmav8zMqV2VI2IT4GRg68zMasnoHyLi0cy8qaXvzSJiPLBirezOzDyz1t+ylGCtS6+q/q49jPnnQO9/s41mowMPPJDx48dzzz33sMIKK7xVvu6663LZZZdNV3fq1KmeCipJkiRJ0gJuYQnWlgDeBDak7Ln2PxHxGGVG2k4todrOwDnA4Zk5FiAz74+I/wKujYjRwPcys2uJ5u2ZuUXX6aKzYEnaLxmtP58dbTQbTJw4kQsuuIDbbrttulANYKedduJLX/oSJ554IgcddBB33XUXF198MZdffnmHRitJkiRJkuaGhSJYy8wXI+JEYEvKrLUVKSHUI8B2EfF7YDngWOCjwJ6ZeU1LHz+LiGeBC4CDIuJY4GLKMlKArTJzakTsBHwlIuonjC5FWYpatywwvIdhL9tN2ay20Wwwfvx4pk2bxmabbfa2ZxMnTuTaa69l5MiRjB49mtVXX50zzzzTU0IlSZIkSVrALRTBWkTsB3wXuAO4irIs9DXg05Sg6hTgtKps7cx8ul0/mfnriFgD+DwwNjNfAx6onk2tVf1WZp5Qe/8opl8KCvBwZnY7+ywi7mlT3KSNZoOBAweS2f15DxtssAF33HHHXByRJEmSJEnqtOgpLFhQREQvYFpmTuuhzqIt4dgCbXBEtp7WIGAh+P9BkiRJkiTNvIgYl5mD2z1bKGas1fZD66nOQhOqSZIkSZIk6d+3SKcHIEmSJEmSJM2PDNYkSZIkSZKkBgzWJEmSJEmSpAYM1iRJkiRJkqQGDNYkSZIkSZKkBhaKU0HVxoYbwtixnR6FJEmSJEnSfMsZa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSAwZrkiRJkiRJUgMGa5IkSZIkSVIDBmuSJEmSJElSA706PQB1yLhxENHpUSx4Mjs9AkmSJEmSNJc4Y02SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBNkiRJkiRJasBgTZIkSZIkSWrAYE2SJEmSJElqwGBtNoiIRSMiOj0OSZIkSZIkzT0LbLAWEctFxCUR0bul/K8RsVpEjIiIM9u06xUR/1G7fzgihszgdZsDV7X0ExHxl4g4dSbGOiAidp9RPUmSJEmSJM07FthgLTOfBwYAowAi4l3d1Y2IjWu3OwPXzuLrPgDc01I2HOgPjIiId8yg/ZvASRGxQQ9j3CYi3oyIF2rXlIiY3FKWEdFrFsevueCkk05i9dVXp2/fvqyzzjpcccUVAEybNo1TTz2VVVZZhb59+zJ48GBuvPHGDo9WkiRJkiTNyAIbrFUOA74UEZsCf4yIZVsrRMRmwKURsWitzU9n9gURcSNwEPCZiHg5IlaOiP7Ad4E9gV8AP4mIRWpt9qsCscci4jHgbuA14KqusupqDcluzsxluy7gVmCHljLNo1ZddVVuvvlmnnvuOUaOHMmuu+7K+PHjeeihh7jtttv4zW9+w7PPPsvuu+/O9ttvz5NPPtnpIUuSJEmSpB5EZnZ6DHNUROwIXAd8H3ge2BH4GLAlsCmwOvCLzDw3Ij4M/AGYWuti0Zb7Lu/IzOeqYO3nwE3AOcAI4Ezg/zLzoIhYkhKAjQVGZubUiNgPGJKZI2Yw9teAfpk5JSK2Ab6QmcNqz28Cjs3MG2tlCfTOzCk99T04Isf2VEHNzOT/T5MmTWLppZfmrrvuYtCgQfTuPd2KZVZYYQXOOOMMdt111zkxSkmSJEmSNJMiYlxmDm73bEGfsfb/2bvzMK3q+v/jzzcDIoKogeC+FG64Kwm5VFYu5ZKWe2Uq5Rcz85v9TC1JDNMyzSVTRL+mpmZmoqaFlqZmLglWaiWKKyqjuDIoLsD798d9Bm9uZhg4MtzDzPNxXefivj+fcz7nfYbDePm6Pud8yMxxmfkucDrwb2AZoDl0WgaYRGVGWS/gYuD7mdm9eQOeAD5Z3VZsr1SdpieVmW4AlwDTgW8V538T+AywEXBO1TH7RsRzC9qKcat9PCJebt6ovNvtdzVt6sAyk8bGRkaNGsX222/PlltuOV+o9vrrrzN9+nRWWmmlOlUpSZIkSZIWRqd9F1dEXAnsDvwlM/fKzCciogk4G3ir2O0jwD7FLLLTgHeoPMK5qG4BHgY2AX4JfBaYFBHvFf29gVHA+KpjrszMw9u4htHAnKqm2zLzs1X9d9DyjLXWxjscOBxgrTYvSYvb5MmTWW+9yroYgwcP5uqrr6ahoWGefWbNmsURRxzBmmuuyY477liPMiVJkiRJ0kLqtDPWMvNLwOcBImKFiBgFPASsALxR7LY68O+I+CGV95x9sZjdtlCKVUWHUVns4BfAR4G/AMsBwzNzw8zcELgVeD0zny8OXQ54cyGuYWRmNgdrDVSCv9Iyc2xmDsnMISt/kIFUyqBBg5gzZw6NjY0ccsghDBs2jIceemhuf2NjI5/+9Ke59957uemmm+abySZJkiRJkjqWThus1Tga2Bj4IvB0VVj1Zyph2IbAbcBHi5U2525UZrXdUdN+C0BmjgDuo3iEFHig9sQREVQeA51a1dwHaIqIb7XxOOi9Vcf0AnaNiMbmDdiWysIL1W3qwCKCgQMHcuyxxzJ06FAuu+wyACZOnMiWW27JiiuuyMSJE9loo43qXKkkSZIkSWpLVwnWTsnMfYGhwJ3VHZn5DPBr4KOZeVXtu9Ro+R1ru1QN0YPKTLgja87ZEBHPAi9TmZ32YkQMLvo+DDwF9AUuzsw1ajcqM+FWrRpvJeC8zFyleQPuAfaradNSolu3bvTu3Ztp06ax6667cvjhh3PDDTfQr1+/epcmSZIkSZIWQpcI1jJzTkSsQWVW2QVF83vAysWMsm2ZN8RaFCsBfwMOq2mfnZlrAf0zcycqM+N+WPRtTmXRhEXRHMZpKTR16lROPfVUpkyZQlNTExdeeCH33HMP+++/P1dddRX9+vXj5JNPrneZkiRJkiRpEXT2YG1NKo9dAlwJXJaZE4vvtxf9U4CPAzcs6uAR0QPok5kzMvO5lvbJzObFBFYHniwCvvWBiS3tvwCfAf6+qDWqY+jVqxe33347m266KWussQZXXnklt9xyCxtvvDHPPvsskyZNIiLm2fbaa696ly1JkiRJkhYg3s99OpeI2JXKCp1PUgmkfg/cUfV+tdr9/wjssAinuIfKCqMHZ+YBxRj3UnmP25nAzZl5RdEewDjgGmBHKmHcgRFxIvD/gNdbGL+Byqy3dSJiM+BmYO3q+ptXBQXuojIDbxMqizAs09p1NhsSkRMW4WK1kDrpvydJkiRJkrqqiJiYmUNa6uvMM9b2BL4M7AzMohKyvRwRr0TEyxExrfjzjYiYQWVRgz6LsO0MHARcFBFHRsQkYFngReAK4NzmRQiAaUB/KrPiXgJGV9V5dmauU7sBH6vaZw9gTAth2czi2r4DzAH+Bfy2rVBNkiRJkiRJH1xnnrHWkJmzW+sDAkhgTpb8IURE78x8s/gcZcdZiPP0AHpk5lsL2CeAhsyctTBjOmOtnXTSf0+SJEmSJHVV7TpjLSI+/EHHaA+thWrNfZk5q/izdBLSHKoVn9stUcnM9xYUqjWff2FDNUmSJEmSJH1wbQZrEfHfiPhDROxY1dY3Ir4TEU9SWRRAkiRJkiRJ6lIWZsbaisBNwGkRsXJEnAw8ReVF/98Atm3H+iRJkiRJkqQOqftC7JOZeT5wfkT0BvoCQzNzcvuWJkmSJEmSJHVcCxOsARARp1KZvRbAMZV35c81C7gpM29dvOVJkiRJkiRJHVOrwVpEDAX+XdX0INCbykqaUbP7SsBvij+1NNh6a5jguqCSJEmSJEllLWjG2hepvFtt+YhYPjOvjYiewJnAdcAdmTkHICrT137S7tVKkiRJkiRJHUSrixdk5neBLYALgMci4ltAT+Bp4HTghYg4PSI+XIxzUPuXK0mSJEmSJHUMrQZrEbEmcGJmfhv4OHAk8C5wDjAO2B3oAdwIkJm/a/dqJUmSJEmSpA5iQY+CvgZ8FiAzH4+IHpn5dkTcDDwDPJiZvqRLkiRJkiRJXVKrwVpmzoiInhFxK5XFCgYWnzehMlNtfM3KoGTmzu1ZrCRJkiRJktRRLGjGGsAUKosVPAPcRmXRgr7AYOB8Ko+EzmnPAiVJkiRJkqSOqNV3rBWeB97KzEeBdzNzTGYOA/YEPgn8BlgxMydl5qT2LVWSJEmSJEnqONqasXZYZr5WfP5Sc2NmPgjsHBFbAv0i4iOZ+UR7FSlJkiRJkiR1NG0Fa2dWv0ctIgYArwJzMvNu4NPAEGD9iHgyM/dpt0olSZIkSZKkDqStYG134MvAcsAFwI+AdYBzI2LLzDwDICrp2zPtWKckSZIkSZLUobT1jrV3MvNW4E/A25n5RGbeBvwBOK55p8xM4O32K1OSJEmSJEnqWNoK1rKVzz8A9o2IVQEioheVWW2SJEmSJElSl9BWsBbzNUScA7wArA88HhGvAS8Bty7+8iRJkiRJkqSOqa13rOV8DZlHA0e3TzmSJEmSJEnS0qGtYG2NiHiVysy1vsXnmcB0YCrwL+CvwO8z8712rVSSJEmSJEnqQBYYrGXmfI+KRkQDsAIwENgS2Bv4RUScB/w0M99tj0IlSZIkSZKkjmSBwVpE/A1YtbVuKguCfjgiVgNGA/2pvH9NkiRJkiRJ6tTaehR0LWBQ8TmAR4ENqr7/FyAzXwCGt0eBkiRJkiRJUkfUVrAGsA3vrw7as+b7shGxTWb+vT2KkyRJkiRJkjqqtoK1G4BvVH2/o4XvXwEM1iRJkiRJktSltLV4wTeXVCGSJEmSJEnS0mS+VT+rRUSfiLgsIl6OiKkRMXJJFSZJkiRJkiR1ZG09CvpjYDMqj3/2Ak6MiKmZeXG7VyZJkiRJkiR1YG0Fa3sAu2fmwwAR8TgwBjBYkyRJkiRJUpe2wEdBgdWAf1d9nwCs137lSJIkSZIkSUuHtmasdQPWjoioalsmItYF5rZl5pPtUZwkSZIkSZLUUbUVrAUwmaoQrfAEkEV7Ag2LvzRJkiRJkiSp42orWFt3iVShJW/iRIjavFRLVGa9K5AkSZIkSR9AW8Ha8BbaEngTeAj4U2bOXuxVSZIkSZIkSR1cW8HaDq209wVGAs9FxE6Z+dziLUuSJEmSJEnq2BYYrGXmjq31RcSKwFXAGcABi7kuSZIkSZIkqUPrVvbAzHwd+AGw0+IrR5IkSZIkSVo6lA7WCk1Aj8VRiCRJkiRJkrQ0+aDB2n7AfxdHIZIkSZIkSdLSZIHvWIuIw1rpWhHYFtir2CRJkiRJkqQupa1VQUe20JbA68DjwCcy82+LvSpJkiRJkiSpg2trVdB12+vEEXEF8HRmntjGftsDMzNzYlXbDsC7mXl/K8cMA87IzO2r2g4Hts7M/2njfOsA92XmKgt7LZIkSZIkSep6Pug71paEHsBVEbEMQEQsD1wO9F3EcboBDYu5tnYTEVdExCn1rkP1ceaZZ7LuuuvSq1cvBg8ezHXXXTdP/9ixY9lwww3p2bMna621Fi+88EKdKpUkSZIkqetq61HQuoiIfsBtVU0zgb9HxKbAw8AbwE8jorn/i8CXgG8U33sAy0dEY9UYvYAeEbF78f2ezPxCKyWsHBEfzswni3pOA6Zn5mkf8NIWWmZ+eUmdSx3P2muvzZ133kn//v25+OKL2X///XnqqadYY401+NnPfsZZZ53FFVdcwdChQ5k0aRJ9+vSpd8mSJEmSJHU5kZn1OXEbj4IWj4BuUdN8OvDdmrZHMvOOmmOHAWcAuwArZOYLETECGJKZX6va73vA96oOfQbYDXgKODczj46I7wDfAnZsDto6gyEROaHeRXR1C/lvr6mpib59+/LAAw+w7rrrsuaaazJu3Dh22WWXdi5QkiRJkiRFxMTMHNJSX70fBf1+RGTNNr7oewl4tGab00JbYwvjPgDsCpwEnFy0XQWcUL1TZp6amX0ysw+wH/Bs0fUmcGBE/Bg4Evj4od//jwAAIABJREFUwoRqEbFdRNwbEU0R8c+I+ExV39MRMTIi/hwRMyPijohYIyLGFPs/ExF7Ve1/R0ScEhH9I+LtiNijqm/ZiHgtInaJiBUj4lcRMbUY5+aIGNBWrer4MpPGxkZGjRrF9ttvz5ZbbsmNN97IgAED2HnnnetdniRJkiRJXV69HwU9lUr4VW1OMbtsRPF9BSqPfkLlcc4zis/9gVeL/S8CPgQcXTVObyrBYVNE7N3cWPX46MWZeXzV/rsBNxefZwA3Al8GPpaZU9q6kIhYH/hTUfd1wN7A9RExKDObw7+DgT2Ad6g86joBOA1YDfghcFFE3JiZc5rHzcyXI+J3RS2/L5r3Lq79VmAd4O/AccBs4BYqs/D+t4UaDwcOB1irrQtSXU2ePJn11lsPgMGDB3P11VfT0NDAI488wqBBgzj66KO59NJL6dOnD4ceeiijR4+mW7d65+SSJEmSJHUt9f4/8czMWTXbnMwck5lbAEdQmT22bfG9qfhzKJXw67uZuUVm/iIzR2dm/8zsT+Wda/cAmza3tbDNDdUiojewLzCuqrYzqCyQ0HMhr+Uo4ObMvDwzZ2Tmr6jMgNu1ap/LMvPRzHyqONdbmXlOZjYBv6QSFra0GukYYI+IaF6w4RBgbFY8lZk/BwLYCJgCbNpSgZk5NjOHZOaQlRfyolQfgwYNYs6cOTQ2NnLIIYcwbNgwHnroIaZPn869997L5ptvztSpU7nmmms4//zzueiii+pdsiRJkiRJXU69g7UWRcRpEXEHldlcawO3FN/7FH/+ncqkq+OLRybPLo7rGREnU5kNthlwV0Q0trCtU3PKrwF3ZebzzQ2Z+RhwEfDLiJg7sy8iutc8uvrnousjwD7VfVSCrjWrzlP92GoTUL2U4/Tiz+Vqfx6Z+VfgSeCLEbEGsANwSVHPRyPiv8C1wFeozPBb2DBQHVhEMHDgQI499liGDh3KZZddxoABA9h0000ZPnw4vXv3Zvvtt+eAAw5g/PjxbQ8oSZIkSZIWq3o/Ctqak1m02mYX7yf7MZVHISdn5oYt7RgRk6vHjoj+wEgqj4LWGgX8AziLyow0MnMWldlhtZ6n8njp1xeh7kVxIZXHQVcFrs/MaUX7WcC4zPweQEScC2zVTjWoTrp160bv3r3ZcMMNufbaa+fpmz17tquCSpIkSZJUBx1yxlpmvg2sCEwD7ljA9iKwSmbOpLLYwQjg54t4unOAP2bm/S3U0QR8ATgsIk5pY5zLgYMiYu+I6B0RqxbviltcLge2AYZTeTS0WQ9greKcOwD7L8Zzqg6mTp3KqaeeypQpU2hqauLCCy/knnvuYf/992efffbhzTff5Cc/+QlNTU3cfvvt/PrXv+YrX/lKvcuWJEmSJKnLWSIz1iKiG/OHeFHpipZqaH55/xOtLWdajDuh+XNm3lO0DVqEukYAnwK2qOnKqnEfioh9gesi4p3MHN3SWJn514j4GjCaygqk04DrF7aWtmTmGxExDtg6M++q6joWGAu8TGUxg6uAjy6u82rJ69WrF7fffjunn346mcnmm2/OLbfcwsYbbwzATTfdxIgRIzjppJNYd911GTNmjKuESpIkSZJUB5GZbe/1QU8ScSnw1UU45DYqL+h/HPj3AvbbCNg8MydXnWsQ8F8qs9lasgqwYWZOjogjgf9k5l8iYgDwLvBZ4HuZOc8CABGxM/BoZj67CNexWEXEP4BLisUKPpAhETmh7d3UnpbAvz1JkiRJkvTBRMTE1iZ+LZEZa5l5CJWgbKEVL+lf6BlrNZ5o4x1rzXX9oqrrFODrwGvAN2uPy8xbF6bu9hARqwAHAQOB/6tXHZIkSZIkSXrfEpmxVlZENGTm7EU8JoAemfluO5W1xEXEm8DTwCGZ+cDiGNMZax1AB/63J0mSJEmSKuo+Y62sRQ3VimOSyiOdnUZm9q53DZIkSZIkSZpXh1wVVJIkSZIkSeroDNYkSZIkSZKkEgzWJEmSJEmSpBIM1iRJkiRJkqQSOvTiBWpHW28NE1wXVJIkSZIkqSxnrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSUYrEmSJEmSJEklGKxJkiRJkiRJJRisSZIkSZIkSSV0r3cBqpOJEyGi3lVIFZn1rkCSJEmSpEXmjDVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKmETh+sRUSfiGiodx0LIyo6/d+JJEmSJElSZ9AVQpxfAd+pboiI8RGxa9X3T7V2cESsFRHnLegEEXF4RFxc0/bliLi2reIi4tKI2Kv4+nngkraOqTr2vxGx1sLuL0mSJEmSpMWne70LaE9FYDUQ+FlEjAR+n5n/rOrfBTgZ6BMRRwI7Vh1+fbHvt4Fo41RfBX5W0/Zl4A8f8BLa0h94rZ3PIUmSJEmSpBZ02hlrEbEZlbDroMycBfwHuCoili12uZxKqHYasAuwDvA54PXi+xYR0Q84DPhSRLxes/0sIj4eES8D2wJjI+LliPh5RKwOfAb4cUTMqNp2Kmp7sNj3ZeAA4PLi8+XAAc19EfFg1fX8NSIaq7YZQB/g8Zr2p9vxxyrVxSOPPMLOO+9M79696du3L2PGjJnb98orrzB8+HBGjhxZxwolSZIkSV1Rpw3WgFHASsBfImIacG7x/aSi/+TMHJaZN1AJt34A/Cczzwb+XexzBjA2M1dsYTsGWIZKYNcLWB04EVge+D5wQWYul5l9MrMP8Bgwpxj3Q8CgzOwPXA0cXHw+GLi6+Dyo2A+AzNwhM1cBtgHOAp4DJgG3AscBH83MVTJzncX2E5Q6gCeeeIJPfOIT7LjjjkydOpXHH3+cj3/842QmI0aMYL311mPcuHFkZr1LlSRJkiR1MZ35UdCjgL7Ai5n5KkBErAPsDmxEEXIVCxtsQ2W22LpVx+8I7FTsuyBzMvPtYqxZQG/gE1RmsVXrDrxb5kIiIoArgK2AKcD1wJDMnBERmwOfBa6IiJWBL2fmg62PJi1dTjjhBHbeeWdOOOEEAPr27cvAgQOZPXs23bt357777uPwww+vc5WSJEmSpK6oMwdrCdwDPFPJpQD4SGYuHxGPA+dGxHFU3p/2JJX3oVUHaw8AN9Qc3wNYDtggMx9r5bxvAhsAf4qI/83MfxTt3YF3Sl7L16nMhHuwuK5tgW2r6oJK4DYd+H8RcV9mnlvyXFKH8c4773DDDTcwfvz4+foaGho477wFrisiSZIkSVK76szBWjfgjczcormhmFFGZt5CJfyiqu/LNcfPyMzrgOuK/j5UHru8vyZU2654PxpAT+B3mfluRPwcuD4its7Ml6mEctUz1iZFRAIrAJ+PiDHF8csWK5YGMLPY9/fAXW1c7zbAocCxVAK2+UTE4cDhAC4lqqXBY489xrvvvsvkyZP5+te/zosvvsh2223HmDFjWGeddepdniRJkiSpi+vM71gDWDUiJjRvQANARFwfEdtHRENE7BYRN7GAlT8joidwIzAhM79d0/23zOxfvBdtbl9mXgv8GbigaOrBvDPWNijemfYb4NDi86HAb4rPG1SNNRWYUYxXu/XPzEeBZ4E3M/PRzHyhpevIzLGZOSQzh6y8gB+a1FFMn17JiG+77TbuvvtuHn/8cbp168aBBx5Y58okSZIkSercM9YApmbmkOYvzTPWqKymeQKwPjAeOBr4GHBQROxFZTGCu4tjmt9v9lyxHxGxPXAQxWy2Bfg2lQUTAJal/KOgUPm7erlmBt61xbhSpzRgwAAARo0axSqrrALASSedxLBhw3jjjTdYYYUV6lmeJEmSJKmL6+zB2qrFTLVmDVWfH6Pyov/XIuJzRdtVmXlIRFxctd8Pgf7Azvn+soMDim2BMnM67z+W2Qt4u8xFSF3VWmutxfLLL89rr702t6150YJllzVTliRJkiTVV2cP1lqbsQZwQ2Y2/9/6BlQWBLi0+H4B8HJEbEfl8cwtM/O9qmNXB54vPu8QETOKz92Bq4tzdc/MWcXnblRmyb31Aa9ncEQ8V9N29gccU+qwevbsyf/8z//w3e9+l6uuuopu3bpx4oknst9++9GzZ896lydJkiRJ6uI6+zvW5ioWH5hdfH2Pyiy0ZhsDd2bmzQCZOTEznwH2B67JzGlV4wTwSeChoumvmdknM/sA36wa8+iIODQilgE+B0zPzNer+idFRCOwKzCm+DwG2LX4PKnmEp4HNsrMNao3Ko+oAqzD+4sdSJ3G6NGj2Wijjdhkk03YaqutWH/99RkzZky9y5IkSZIkqdPPWAMgIn4BbA78omi6FrgwIs6m8njodGBUC4deCVxRrBg6p2jrDvwT+DWVWW6teQu4BPg/Ko+A1i56sEFN0FZb84rFeQAoZsw90cKud0XEQOAN4KsLqEdaKi277LKMHTuWsWPHtrrPHXfcseQKkiRJkiSpEO+/NkyLKiJ6AMtl5hut9DdQebfaW5k5p6V96mVIRE5oezdpyfD3kCRJkiSpg4qIidWvGqvWJWastZdiFlmLoVrRPxuY0Vq/JEmSJEmSll5d5h1rkiRJkiRJ0uJksCZJkiRJkiSVYLAmSZIkSZIklWCwJkmSJEmSJJVgsCZJkiRJkiSV4KqgXdXWW8OECfWuQpIkSZIkaanljDVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqYTu9S5AdTJxIkTUuwpJi0NmvSuQJEmSpC7JGWuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgnd611ARxQR3YC+wABg9WJbDTgnM9+pZ22SJEmSJEnqGJyxVoiI0yPiuYiYDrwJ/BcYB4wEPgcMBFatY4lzRcQdEXFKveuQ1PE9/vjjfO5zn2OFFVZgrbXW4uKLL56n/5VXXmH48OGMHDmyThVKkiRJ0tLLYO19qwGnAwMzs1dmrpqZG2fmpzLzoMz8TmY+XecaJWmhvfXWW+yyyy5ssMEGPPvss1xyySUcc8wx3HnnnWQmI0aMYL311mPcuHFkZr3LlSRJkqSljsHavKZn5sx6FyFJi8Pf/vY3Ghsb+elPf8oKK6zAZz7zGQ4++GAuvvhi5syZQ/fu3bnvvvvYbLPN6l2qJEmSJC2VDNZKiIinI+LbEfHbiHgzIp6IiK9W9TdExPci4smIeC0iromIlav6h0bEXyLi9Yh4PiIuioiVqvozIg6OiD9FxFsR8e+I2HUB9WwXEfdGRFNE/DMiPtN+Vy9paTFz5kwigoiY2zZgwAAefvhhGhoaOO+881h//fXrWKEkSZIkLd0M1uZ1UUS8vaCtat/vAJdQeffaaOCSiBhS9I0EvgzsAQwClgHGAETEBsAdwPXA2sAngA2Ay2tqOR44CVgFuAq4LiLWqC04ItYH/gRcQOUdcGcC10fEKi3se3hETIiICdMW9Scjaamz7bbbsswyyzBy5Eiampp48MEHueSSS5gxY0a9S5MkSZKkTsFgbV5fz8xlmzdgRaB7TVuzX2XmHzNzRmZeCtwNfCEqU0O+DRybmf/OzFeAU4HPR0R34Ejgjsw8JzPfyMzJwLeA3SOienGEczLznsycXhz/EpVFFGodBdycmZcXtfwKeBaYb4ZbZo7NzCGZOWTl+YaR1Nn079+fG2+8kVtuuYUBAwZwxBFH8NnPfpY+ffrUuzRJkiRJ6hQM1sp7ouZ7I9APWBnoC9xUPNKZwP1AA5UZZR8B/lNz7OTiz+oZaXPHz8pbxV8sxq/1EWCf5nMV59sIWLPUVUnqVHbYYQcmTpzIzJkzuf/++1lmmWXYYIMN6l2WJEmSJHUKBmvl1U762phKGPYy8A6wfWZGzTYFmAKsV3Psh4s/n2xp/IjoSeWR0towD+B54OIWzjW6/KVJ6ozee+89fvvb37LHHnvUuxRJkiRJ6hQM1sr7ZrEIQd+IOAFYB7g8M+cAVwKnR8TgiOgVEZtFxJ7FcRcCu0bEN4pjPwKcC1xaPDba7PvF8R+i8t60mcDvW6jjcuCgiNg7InpHxKoRMaKdrlnSUua2225j+vTpTJ06lcMOO4zVVluNAw44oN5lSZIkSVKnYLBW3hVUArFGYC9gp8xsLPr+F/gnlUUFpgGXAgmQmf+g8v6zr1CZbfZn4D7giJrxfw38FngGGFyMP7O2iMz8K/A1KgsovEzlsdPBi+kaJS3lxo4dyyqrrMLgwYPp1q0b48ePp3v37vUuS5IkSZI6hai8vqvrioiraeFF/wtwFZVFBE7JzIvbqaakEqT9uT3GBxgSkRPaa3BJS1YX/z0uSZIkSe0pIiZm5pCW+rr8tIXMXORnoiLi6XYoRZIkSZIkSUsRHwWVJEmSJEmSSujyM9bKyMx12nn8aM/xJUmSJEmS9ME5Y02SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwcULuqqtt4YJE+pdhSRJkiRJ0lLLGWuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJBmuSJEmSJElSCQZrkiRJkiRJUgkGa5IkSZIkSVIJ3etdgOpk4kSIqHcVkrT4Zda7AkmSJEldhDPWJEmSJEmSpBIM1iRJkiRJkqQSDNYkSZIkSZKkEgzWJEmSJEmSpBIM1iRJkiRJkqQSDNYkSZIkSZKkEgzWJEmSJEmSpBIM1iRJkiRJkqQSDNZaEBH9I+KCiJgSEe9GxIsR8ZWI+GREZER0r9r3zIh4PiLWKL5nRDwbEX1qxpzv2FbOfWlEXLGA/lMi4lcf9BolSZIkSZL0wRistex6YDlgKLASsAfwbO1OEXEwcDiwe2Y+V9W1EjC6PQrLzBMz8yvtMbYkdXaZyWWXXcYmm2wyX98rr7zC8OHDGTly5Hx9r776Kl/72tfo168fvXr14uCDD14S5UqSJEnq4AzWakTESsB2wNmZ+UJmvpmZf8/MO2v2GwZcAByYmf+oGeYnwJERsdWSqVqS1JZrrrmGwYMHc9xxx/H666/Pbc9MRowYwXrrrce4cePIzHmOe++999h5551pamriX//6F9OmTeOoo45a0uVLkiRJ6oAM1ubXBLwE/CAiVmxln9WB64DjM/OmFvrvAy4GLoyIFn/GEbFNRNwdEW9FxEsRsce83XFGRLxePGZ6aFXH3EdFI2Kd4vHSfSJiQjHWXyNinUW+aknq5KZNm8app57KaaedNk/7nDlz6N69O/fddx+bbbbZfMdddNFFvPTSS1xxxRWsscYa9OnTh49+9KNLqmxJkiRJHZjBWo3MnAXsC2wLPBkRx0ZEz5rdfgfclJk/X8BQJ1AJ4L7ZSv9vgTuAVYFhwONVfZ8HHgLWBH4JnL+AkA9gBLAPsD6wAnDaAvaVpC7pyCOPZO+99yYi5mlvaGjgvPPOY/3112/xuN/85jcceuih9OjRY0mUKUmSJGkpYrDWgsy8i0pINRYYBTzYvDhB4WlghwWFXZn5BvAt4JSIWL2FXeZQCdXIzCcz89GqvgmZeXlmNgFnA8sW9bRmdGY+Xbzn7TJgy5Z2iojDi5ltE6YtYDBJ0vseeeQRGhoa2HbbbenVqxdbbLEFt99+e73LkiRJktQBGKy1IjPfyMzjgY2AZYCzqroPA94Gro2IVqcwZOa1wJ3AuS107wYMBJ6LiPMjYoWqvuqFEJpfBLTcAsp9vurzK0CflnbKzLGZOSQzh6y8gMEkSe+bPn06v/vd7xgzZgwvvfQSe+65J3vvvTcvvfRSvUuTJEmSVGcGa23IzGepzFyrnjH2FrAXsBlwfhtDHAnsAnyuZtz/ZObuVGaXDQPOXFw1S5IWnwEDBnDEEUew2WabsfzyyzNq1ChmzZrFvffeW+/SJEmSJNWZwVqNiFg9In4UEZtGxLIRsR7wReDW6v0y8xkq7zX7akQc29p4RTA3kspjodXn+XpE9KeyUMILgC/vkaQOaOONN+a1116b+33OnDlkJn36tDg5WJIkSVIXYrA2vzeBrYE/U3kM84/An4Dv1e5YvIvtW8CPI2LvBYx5LvDvmraDgWeK7R3gux+4cknSYnf00UdzzjnncP/99zN9+nSOP/54VlttNbbddtt6lyZJkiSpzrrXu4COJjNfB3ZtpfsOYJ7l5DJzDDCm6nvUHENmzqYS1lW37dDK+Q+p+T6r+pzV/Zn5dAv1XApc2kr9kqRFtNtuu3H88cfzhS98gaamJrbbbjvGjx9Pr1696l2aJEmSpDqLzKx3DaqDIRE5od5FSFJ78L9rkiRJkhajiJiYmUNa6vNRUEmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKmE7vUuQHWy9dYwYUK9q5AkSZIkSVpqOWNNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqwWBNkiRJkiRJKsFgTZIkSZIkSSrBYE2SJEmSJEkqoXu9C1CdTJwIEfWuQpIkSZIkdSaZ9a5giXLGmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklSCwZokSZIkSZJUgsEaEBF3RMSsiNiqhb6MiM8swTpOWRLnkiRJkiRJ0gdjsPa+mcDYiGiodyGSJEmSJEmd0Zlnnsm6665Lr169GDx4MNddd93cviuuuILBgwfTq1cvtt9+eyZNmjS3r7GxkQMPPJC+ffvSr18/DjroIKZNm1aPS5iHwdr7LgVWB75Z5zokSZIkSZI6pbXXXps777yTV155hREjRrD//vvz3HPPMX78eEaMGMG5555LY2MjQ4cOZc8992TWrFkAjB07lo997GNMmTKFf/7zn7z44oscdthhdb4aiMysdw11FxF3AHcDDwEXAxtl5vNFXwI7ZeafI+KzwEnAxsDLwDXASZn5dkSsAzwF7AscDwwGJgJfycyni7FWA34K7AgsC9wPHJOZ/62uIzNPjIiPAPcCYzLzBxGxOXAGMASYDfwa+FaW/AscEpETyhwoSZIkSZLUmkWIKZqamujbty8PPPAAZ511FssttxwXXXQRAO+99x4DBgzg2muv5dOf/jTvvvsuyyyzzNxjb7rpJvbbbz/eeuutxX4JtSJiYmYOaanPGWtVMvMa4K/Az2v7IuKTwHXAucBqwF7A7lSCsmojgH2A9YEVgNOK43sCtwNzqIRj6wOTgT9HxPI151oZGA9clZk/KJpXK+paF9gJOAz4/Ae5XkmSJEmSpCUtM2lsbGTUqFFsv/32bLnllsycOZNu3d6PqXr06MFKK63Eww8/DDBPqAbw7LPPsuKKKy7RultisDa/bwA7R8SeNe3HAJdm5lWZ2ZSZ/wK+DwyPiOqf4+jMfDoznwMuA7Ys2ncDBgBfz8wXMvNl4NvAMlQCumbLATdRCfi+3dyYmX8s2gcAqwCNwKaLcmERcXhETIiICfV/ClmSJEmSJHU1kydPplu3bqy66qqMHz+e888/n4aGBnbbbTeuvvpq7rrrLt58803OPfdcnnnmGWbMmNHiGKNHj2b48OF1uIJ5GazVyMxnqDzu+fOI6F3V9RHgPzW7TwZ6Af2q2p6v+vwK0Kfq+Kcy8+2qc80CngHWqDrmS1QCsxOrH/OMiEOAZ6nMWtsdaAB6LuK1jc3MIZk5ZOVFOVCSJEmSJGkxGDRoEHPmzKGxsZFDDjmEYcOG8dBDD3HYYYdxzDHHcMCKXexzAAAOd0lEQVQBB7DKKqvw6KOPstFGG9GnT595jr/55pvZZptt+NSnPsVJJ51Up6t4n8Fay86mEor9kMr7zACmAOvV7PdhoCkzF2YC2BRg7YiYO3cxIroDawFPVO13CXAr8MeIWLHYrxcwFjgsM3fJzCOB6Yt8VZIkSZIkSXUWEQwcOJBjjz2WoUOHctlllxERnHTSSbzwwgs0NTVx3nnn8fzzz7PBBhvMPe5HP/oR++67LyeffDJXXnkl3bt3r+NVVBistSAzZwOHA0dWNf8C+FpE7BcRfSJiM+BHwJkLOexNwJvAmIhYNSL6UVmM4FXg5qr9ZgMHFvv+oZg111BsgyJiuYgYAWyAJEmSJEnSUqxbt2707t17vvY//OEPzJ49m0984hMAXHrppZxxxhncfffdHHXUUUu6zFYZrLUiMycAY6gEWmTm74FDge8BLwK/BS4HTlnI8WYAnwI+BDxM5bHSVYFPZ+Y7NfvOpPK450rA9cB7wLeoPKI6FVibyoqhkiRJkiRJS4WpU6dy6qmnMmXKFJqamrjwwgu555572H///WlsbOSBBx7g7bff5t577+Woo47ihz/8IcsttxwA55xzDscddxxbbbVVna9iXpGLsAyqOo8hETmh3kVIkiRJkqTOZQE50+uvv84+++zDhAkTyEw233xzfvSjH7HDDjswefJkdtppJ55//nnWXnttjj76aL75zW/OPbZfv368+uqr8405btw49tprr3a5lGYRMTEzh7TYZ7DWNRmsSZIkSZKkxa4T5kwLCtZ8FHQpFxGjIiJb2Papd22SJEmSJEmdmTPWuihnrEmSJEmSpMWuE+ZMzliTJEmSJEmSFjODNUmSJEmSJKkEgzVJkiRJkiSpBIM1SZIkSZIkqQSDNUmSJEmSJKmE7vUuQHWy9dYwwXVBJUmSJEmSynLGmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklSCwZokSZIkSZJUgsGaJEmSJEmSVILBmiRJkiRJklRCZGa9a1AdREQTMKnedajD6Q+8XO8i1CF5b6gl3hdqifeFWuJ9odZ4b6gl3hdqST3vi7Uzc+WWOrov6UrUYUzKzCH1LkIdS0RM8L5QS7w31BLvC7XE+0It8b5Qa7w31BLvC7Wko94XPgoqSZIkSZIklWCwJkmSJEmSJJVgsNZ1ja13AeqQvC/UGu8NtcT7Qi3xvlBLvC/UGu8NtcT7Qi3pkPeFixdIkiRJkiRJJThjTZIkSZIkSSrBYK2LiYheEXFhRLweEa9FxNkR0VDvurRkRcT3IiJrtg2Lvi0j4r6IeDsiHouI3epdr9pXVHw1Ih6paV/gvRAR/xsRUyJiZkTcFBEDl2zlak8LuC8eq/ndcV9Nv/dFJxURQyLib8XvhCkRcUpEdCv6/H3RhbVxb/g7o4uKiO9ExFPF3+1/IuILVX3+zuii2rgv/H0hIuKC4u+/e/G9w/++MFjres4CNgE2BLYF9gW+U9eKVA8fAn6emVG1PRoRfYHxwDhgJeBs4NqIWKuexar9RMR+wH+AnwArVrUv8F6IiAOA7wGfB9YAegK/XKLFq920dl8UPgRsXfW7Y1jVcd4Xndt3gB9T+Z2wN/D/27vzGDurMo7j35+1LYgFqai1qQsIIlGWUHCpIUYUKQTBhURRiULjEjERkLoRl8TgLi5BERfAogKiImrirrhgbSLiAm6AWGlUZFMBMRR4/OO8Uy/XmSm5bec6fb+fZDJzz3veO+fNPHnuneee95xjgBPMF2KK2OiOmTP6ay3wFOCBwEeB85MsMWf03qRx0R0zX/Rckp2BFQOPZ0W+cI21HkmyALgBOLCqLunaVgLHVtUeYx2cZlSSM4Frq+otQ+0vB06qqt0G2q4AVlXVu2Z4mJoBSY4D/kwrnrytqpZ07dPGQpLVwFer6pTu2P7AGmBxVf11pq9Dm9c0cRFgPbBbVV0zyXnGxVYsybyqumPg8XuBxwJfwnzRa9PExqGYM8SG/0P+CewPLMWcIf4nLi7FfNF7SS4C7gaeBcylFdn+7/OFM9b6ZV/a33zNQNsaYPck24xnSBqThcDNk7Q/EbhkqG0NsM8WH5HGoqo+XFUXAsOfskwZC9207KVDx38G3AXsvaXGqpkzTVzsAMxhkvxhXGz9BgsnnYfTYsF80XPTxIY5o+fSLALeCvwIuAxzRu9NERfmi55L8kxgd+AjA82zIl9YWOuXxcBNVXXnQNv1QGiFFvXHQuD93X3ov0jyoq59MXDdUN/raVO11S/TxcKDaJ8gbTheVXcBN2GsbO0mXituTnJ9kouS7N61GRc9kuQI2i1/Z2K+0ICh2DBn9FiSXWkzT/4CLAde2f2NzRk9Nk1cmC96LMlC2q3Br6bNXJwwK/KFhbV+mUMrog23QUtu6o9DgXm0+9DPAj6V5CCmjhHjo3+mi4WJvGGs9M9aYAEtfxxAezPztSTzMC56oZtlcDLwOeDEqvo25gsxZWyYM3qsqq6i/b+5CDgb+EmSvTBn9No0cWG+6LePAl+rqm8Mtc+KfHHfmfxlGrsbgYVJ7lNVE4G2E60ifOP4hqWZVlW3dj/eCHwgyXLgsO7xTkPddwJct6B/pouFm2i3CG44nrb7244YK1u17lPAifzx2yTH0j5xfizwO4yLrVqSbYHzaLddLK+q73WHzBc9N1VsmDNUbUHv64D3JDkEeDHmjN6bLC6q6jWYL3opyfG0WzeXTnJ4VuQLZ6z1y2W0v/kTBtqWAT+tqvWTn6KemEd7IbuUFhODlgE/nvERadymjIWq+hfwW+DJA8eeSCvS/2xmhqf/E/O677caF71wOm2m8z4DRTUwX2jq2Bhmzui3u4HbMGfonibiYpj5oj9eDTwauCVJAROvI+uZJfnCwlqPdLtiXAi8u9vqel9aEJ863pFppiVZkeQhSR6Q5DXAk4BzgXOAJUlWJtkxyUm0KdnnjnO8GouNxcLpwPFJ9kuyGHgn8Imq+ueYxqsZkGTPJE9Psl2S3WhrKP0QuKrrYlxspZLsCBwNHFdVNwwdNl/02HSxYc7oryQPTfLGJA9LsiBtt/FlwPmYM3prurgwX/RXVe1cVZn4Ap7aHZrLLMkXFtb656XA34Arga8Ap1TV58c7JI3Bc2kvUmuBw4FnVNXlVfUX4AjgGNr02SNpt3TcMraRaizuRSycRnvD803gN93XSWMYqmbWfNobmBtpnyb+AXhOd0sHGBdbsyW0942rk9TgF3A75os+my42zBn9dTtwIPArYB3wQuDgqrrC9xi9NmVcYL7QJGZLvsh/41SSJEmSJEnSveWMNUmSJEmSJGkEFtYkSZIkSZKkEVhYkyRJkiRJkkZgYU2SJEmSJEkagYU1SZIkzWpJ5o97DJIkqZ8srEmSJGmTJdkhyeMGHl+R5IBp+i9IctAk7UckefBQ2/wkh3c/n5dkeZL7Jzmy6/L5JEdtpkuRJEm61yysSZIkaXM4GjhtqO2uafpvA3w6yS4TDUnmAquADPWdA7wvyVMG2k4D9k4yBzgAuGTUgUuSJI3qvuMegCRJkrYKxwJnDTy+D3DncKcky4CJYtrFwFFJ1gLXAXcAV1bVdYPnVNW/kqwYeL65wN+AtwJLu8eHJhvqceuq6qubfkmSJEnTS1WNewySJEmaxZI8G/gCrTA2YR6wHhh8s3kr8DJgr0me5o+0mWeHAbfQimUPBc4FrgRe1PVbDPwDuA34IXA/4CHAT4AFwArgVVV19iZfmCRJ0kZYWJMkSdLIkmwP/Bp4bVV9dqD9WuDgqvr1JOfsD7yuqo5McjpwDvB34JfAm6rqHd36bO+uqid152wHfAh4DvBd4C3A3cCvgPdW1euSLAU+XlX7bsFLliRJ2sBbQSVJkrQpCjihqi4Yat+eNkPtHroC2Srg+K7pk8BFtGLZD4A9uvbdgau7c54PvBF4O7AdsBr4BG1dtVXAPt05e9OKfJIkSTPCwpokSZI2xanA0UnOGWqfD/x+YN2zCauBLwLf6h7fDLwTuIJWSJtYG20v4NLu5xuAg4CnAT8HzgbOoG1ycCewLsmCrs/Fm+GaJEmS7hV3BZUkSdLIquqlVbXN4BdwEvBv2m2dw8deQbvl84JuF9AP0JYn+W5VrQW2T7If8DzgO92veR7wfeDjwKuANbQC28FVtZ621tpK4FDgwpm6dkmSJNdYkyRJ0maTZBHwU+AY2qyyg6rq6qE+Ac4EHg0sAvaoqju6Y28CjgLuqqo9B845A7iqqt6TZFvgMuCQqromyeNpxbazqurYLX6RkiRJHWesSZIkabNIsoR2i+c5VfUt4A3Ad5I8brBftU92VwJ7An/injuHnkdbZ+1jA8+brt9LkpwMfBZYVVXXdF0e031fmGTOZr8wSZKkKVhYkyRJ0iZJMj/JcbQdOr9cVW8AqKrzgTcDP0ryviSP6Prfj7ZhwRm0nT0/k2ROkm1omxL8Bnh9kkd2z1NVdQrwNuBk4EDgQUkemOQFwAeBQ4BHAOcl2WGGLl2SJPWchTVJkiSNLMkKYB3wMuBZVXXy4PGqWgXsB+wCXJ3kc7QNDC6vqpXAs2mbE+wKfBu4jba75wXA6iRPT/L6JL8DXgwsA3YG/kGb9fZ+4PCq+jqwHFhM2ylUkiRpi3ONNUmSJI0syS60HTwvqo28sUzyKNpmBV+vqg8PHbsYuBw4cWC9tZW0otypwLVV9eehc/YAbqmqdQNtc4FFVXXtpl6bJEnSxlhYkyRJ0tgl2baqbp+kPRsr2EmSJI2LhTVJkiRJkiRpBK6xJkmSJEmSJI3AwpokSZIkSZI0AgtrkiRJkiRJ0ggsrEmSJEmSJEkjsLAmSZIkSZIkjcDCmiRJkiRJkjSC/wD7ylmViga2vQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1425.6x737.28 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "up_ser = pd.Series(sorted_dict)[:10]\n",
    "plt.figure(figsize = (19.80, 10.24))\n",
    "up_plot = up_ser.plot(kind = 'barh', title = '失效视频数前十的UP', color = 'red')\n",
    "for i in range(len(sorted_list[:10])):\n",
    "    up_plot.text(sorted_list[i][1] + 2, i - 0.1, sorted_list[i][1])\n",
    "plt.ylabel('UP昵称')\n",
    "plt.xlabel('失效数')\n",
    "plt.savefig('./images_unusable/UP视频失效数一览.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
